{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Network Traffic Forecasting (using time series data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In telco, accurately forecasting KPIs (e.g. network traffic, utilizations, user experience, etc.) for communication networks ( 2G/3G/4G/5G/wired) can help predict network failures, allocate resource, or save energy. \n",
    "\n",
    "In this notebook, we demonstrate a reference use case where we use the network traffic KPI(s) in the past to predict traffic KPI(s) in the future. We demostrate how to do **multivariate multistep forecasting** using Project Chronos.\n",
    "\n",
    "For demonstration, we use the publicly available network traffic data repository maintained by the [WIDE project](http://mawi.wide.ad.jp/mawi/) and in particular, the network traffic traces aggregated every 2 hours (i.e. AverageRate in Mbps/Gbps and Total Bytes) in year 2018 and 2019 at the transit link of WIDE to the upstream ISP ([dataset link](http://mawi.wide.ad.jp/~agurim/dataset/)). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section defines some helper functions to be used in the following procedures. You can refer to it later when they're used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_predict_actual_values(date, y_pred, y_test, ylabel):\n",
    "    \"\"\"\n",
    "    plot the predicted values and actual values (for the test data)\n",
    "    \"\"\"\n",
    "    fig, axs = plt.subplots(figsize=(12,5))\n",
    "\n",
    "    axs.plot(date, y_pred, color='red', label='predicted values')\n",
    "    axs.plot(date, y_test, color='blue', label='actual values')\n",
    "    axs.set_title('the predicted values and actual values (for the test data)')\n",
    "\n",
    "    plt.xlabel('test datetime')\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.legend(loc='upper left')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 0: Prepare dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Chronos has provided built-in dataset APIs for easily download and preprocessed public dataset. You could find API guide [here](https://bigdl.readthedocs.io/en/latest/doc/PythonAPI/Chronos/tsdataset.html#built-in-dataset)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With below APIs, we first download network traffic data and then preprocess the downloaded dataset. The pre-processing mainly contains 2 parts:\n",
    "\n",
    "1. Convert \"StartTime\" values from string to Pandas TimeStamp\n",
    "2. Unify the measurement scale for \"AvgRate\" values - some uses Mbps, some uses Gbps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bigdl.chronos.data.utils.public_dataset import PublicDataset\n",
    "\n",
    "df = PublicDataset(name='network_traffic', \n",
    "                   path='~/.chronos/dataset', \n",
    "                   redownload=False).get_public_data().preprocess_network_traffic().df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>StartTime</th>\n",
       "      <th>AvgRate</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>306.23</td>\n",
       "      <td>275605455598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-01 02:00:00</td>\n",
       "      <td>285.03</td>\n",
       "      <td>256527692256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-01 04:00:00</td>\n",
       "      <td>247.39</td>\n",
       "      <td>222652190823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-01 06:00:00</td>\n",
       "      <td>211.55</td>\n",
       "      <td>190396029658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-01 08:00:00</td>\n",
       "      <td>234.82</td>\n",
       "      <td>211340468977</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            StartTime  AvgRate         total\n",
       "0 2018-01-01 00:00:00   306.23  275605455598\n",
       "1 2018-01-01 02:00:00   285.03  256527692256\n",
       "2 2018-01-01 04:00:00   247.39  222652190823\n",
       "3 2018-01-01 06:00:00   211.55  190396029658\n",
       "4 2018-01-01 08:00:00   234.82  211340468977"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize the target KPIs: \"AvgRate\" and \"total\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(y='AvgRate', figsize=(16,6), title=\"AvgRate of network traffic data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(y='total', figsize=(16,6), title='total bytes of network traffic data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1:  Data transformation and feature engineering using Chronos TSDataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[TSDataset](https://bigdl.readthedocs.io/en/latest/doc/PythonAPI/Chronos/tsdataset.html) is our abstract of time series dataset for data transformation and feature engineering. Here we use it to preprocess the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bigdl.chronos.data import TSDataset\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize train, valid and test tsdataset from raw pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "tsdata_train, _, tsdata_test = TSDataset.from_pandas(df, dt_col=\"StartTime\", target_col=[\"AvgRate\", \"total\"], with_split=True, test_ratio=0.1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preprocess the datasets. Here we perform:\n",
    "\n",
    "* gen_dt_feature: generate feature from datetime (e.g. month, day...)\n",
    "* impute: fill the missing values\n",
    "* scale: scale each feature to standard distribution.\n",
    "* roll: sample the data with sliding window.\n",
    "\n",
    "For forecasting task, we will look back 1 weeks' historical data (84 records with sample frequency of 2h) and predict the value of next 1 day (12 records).\n",
    "\n",
    "We perform the same transformation processes on train and test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "look_back = 84\n",
    "horizon = 12\n",
    "\n",
    "standard_scaler = StandardScaler()\n",
    "\n",
    "for tsdata in [tsdata_train, tsdata_test]:\n",
    "    tsdata.gen_dt_feature(features=[\"HOUR\", \"WEEKDAY\"], one_hot_features=[\"HOUR\", \"WEEKDAY\"])\\\n",
    "          .impute(mode=\"last\")\\\n",
    "          .scale(standard_scaler, fit=(tsdata is tsdata_train))\\\n",
    "          .roll(lookback=look_back, horizon=horizon)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert TSDataset to numpy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((7789, 84, 33), (7789, 12, 2), (781, 84, 33), (781, 12, 2))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train, y_train = tsdata_train.to_numpy()\n",
    "x_test, y_test = tsdata_test.to_numpy()\n",
    "\n",
    "#x.shape = (num of sample, lookback, num of input feature)\n",
    "#y.shape = (num of sample, horizon, num of output feature)\n",
    "x_train.shape, y_train.shape, x_test.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 2: Time series forecasting using Chronos Forecaster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We demonstrate how to use chronos TCNForecaster for multi-variate and multi-step forecasting. For more details, you can refer to TCNForecaster document [here](https://bigdl.readthedocs.io/en/latest/doc/PythonAPI/Chronos/forecasters.html#tcnforecaster).\n",
    "First, we initialize a forecaster.\n",
    "* `num_channels`: The filter numbers of the convolutional layers. It can be a list.\n",
    "* `kernel_size`: Convolutional layer filter height."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 0\n"
     ]
    }
   ],
   "source": [
    "from bigdl.chronos.forecaster.tcn_forecaster import TCNForecaster\n",
    "forecaster = TCNForecaster(past_seq_len = look_back,\n",
    "                           future_seq_len = horizon,\n",
    "                           input_feature_num = x_train.shape[-1],\n",
    "                           output_feature_num = 2, # \"AvgRate\" and \"total\"\n",
    "                           num_channels = [30] * 7,\n",
    "                           repo_initialization = False,\n",
    "                           kernel_size = 3, \n",
    "                           dropout = 0.1, \n",
    "                           lr = 0.001,\n",
    "                           seed = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecaster.num_processes = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use this method to print the parameter list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'past_seq_len': 84,\n",
       "  'future_seq_len': 12,\n",
       "  'input_feature_num': 33,\n",
       "  'output_feature_num': 2},\n",
       " {'num_channels': [30, 30, 30, 30, 30, 30, 30],\n",
       "  'kernel_size': 3,\n",
       "  'repo_initialization': False,\n",
       "  'dropout': 0.1})"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecaster.data_config, forecaster.model_config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "\n",
      "  | Name  | Type            | Params\n",
      "------------------------------------------\n",
      "0 | model | TemporalConvNet | 41.6 K\n",
      "1 | loss  | MSELoss         | 0     \n",
      "------------------------------------------\n",
      "41.6 K    Trainable params\n",
      "0         Non-trainable params\n",
      "41.6 K    Total params\n",
      "0.167     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validation sanity check: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 0\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a652b83ba8b4d0c8365ed176be1b9b8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: -1it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 23min 52s, sys: 9.4 s, total: 24min 1s\n",
      "Wall time: 1min 20s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "forecaster.fit((x_train, y_train), epochs=20, batch_size=64)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After training is finished. You can use the forecaster to do prediction and evaluation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# make prediction\n",
    "y_pred = forecaster.predict(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we have used standard scaler to scale the input data (including the target values), we need to inverse the scaling on the predicted values too. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_unscale = tsdata_test.unscale_numpy(y_pred)\n",
    "y_test_unscale = tsdata_test.unscale_numpy(y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate mean square error and the symetric mean absolute percentage error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation result for AvgRate: mean squared error is 8908.53, sMAPE is 9.05\n",
      "Evaluation result for total: mean squared error is 7093876246264887115776.00, sMAPE is 8.95\n"
     ]
    }
   ],
   "source": [
    "# evaluate with mse, smape\n",
    "from bigdl.orca.automl.metrics import Evaluator\n",
    "avgrate_mse = Evaluator.evaluate(\"mse\", y_test_unscale[:, :, 0], y_pred_unscale[:, :, 0], multioutput='uniform_average')\n",
    "avgrate_smape = Evaluator.evaluate(\"smape\", y_test_unscale[:, :, 0], y_pred_unscale[:, :, 0], multioutput='uniform_average')\n",
    "total_mse = Evaluator.evaluate(\"mse\", y_test_unscale[:, :, 1], y_pred_unscale[:, :, 1], multioutput='uniform_average')\n",
    "total_smape = Evaluator.evaluate(\"smape\", y_test_unscale[:, :, 1], y_pred_unscale[:, :, 1], multioutput='uniform_average')\n",
    "print(f\"Evaluation result for AvgRate: mean squared error is {'%.2f' % avgrate_mse}, sMAPE is {'%.2f' % avgrate_smape}\")\n",
    "print(f\"Evaluation result for total: mean squared error is {'%.2f' % total_mse}, sMAPE is {'%.2f' % total_smape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You may save & restore the forecaster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "forecaster.save(\"network_traffic.fxt\")\n",
    "forecaster.load(\"network_traffic.fxt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you only want to save the pytorch model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = forecaster.get_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "torch.save(model, \"tcn.pt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot actual and prediction values for `AvgRate` KPI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_date=df[-y_pred_unscale.shape[0]:].index\n",
    "# You can choose the number of painting steps by specifying the step by yourself.\n",
    "step = 0 # the first step\n",
    "target_name = \"AvgRate\"\n",
    "target_index = 0\n",
    "plot_predict_actual_values(date=test_date, y_pred=y_pred_unscale[:, step, target_index], y_test=y_test_unscale[:, step, target_index], ylabel=target_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot actual and prediction values for `total bytes` KPI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3Yzgc1nOkLdYEvV4PRx55JMIwXOtDadGiRYsWLVq0kJiKIkJK6QUALgCA0047rdD5Zfv27Zifn8fRRx8NQkjjx9di8qCUYteuXdi+fTuOOeaYtT6cFi1atGjRokULibXMgb4TwFHK90fyn60Yw+EQhxxySEueNxAIITjkkEPaVYUWLVq0aNGixbrDWhLoiwG8mKdxnAFgH6W0YN+oipY8bzy0n2mLFi1atGjRYj2izhi7TwC4DMDDCSHbCSG/Twh5OSHk5XyTLwH4OYCbAXwIwCvqOpZpwyWXXIKnP/3pAICLL74Y73jHO6zb7t27F//4j/+44td485vfjL/+678+4GOc9H5atGjRokWLFi2mBbV5oCmlLyj5PQXwx3W9/npEkiTwfX9Ff3P22Wfj7LPPtv5eEOhXvKKdf7Ro0aJFixYtWjSBtbRwbBjcdtttOO644/CiF70Ixx9/PJ7znOdgeXkZAOuc+Kd/+qc49dRT8elPfxpf+9rXcOaZZ+LUU0/Fc5/7XCwuLgIAvvKVr+C4447Dqaeeiv/8z/+U+77wwgvxyle+EgBw77334rd/+7dx8skn4+STT8b3vvc9vP71r8ctt9yCU045Ba973esAAO9+97tx+umn46STTsJf/uVfyn2df/75OPbYY/H4xz8eN954Y+F97Nu3Dw9+8IORpikAYGlpCUcddRSiKMKHPvQhnH766Tj55JPx7Gc/W74/FU960pNkl8idO3dCtFxPkgSve93r5DH90z/9EwDg7rvvxhOe8ASccsopeOQjH4lvf/vbq/ocWrRo0eL+Dloos79/4b77gB//eK2PosX9AS2BnhBuvPFGvOIVr8D111+PTZs25WwVhxxyCK688kr82q/9Gt72trfh61//Oq688kqcdtpp+Nu//VsMh0Oce+65+PznP48rrrgC99xzj/E1Xv3qV+OJT3wirr76alx55ZU44YQT8I53vAMPechDcNVVV+Hd7343vva1r+Gmm27CD37wA1x11VW44oorcOmll+KKK67ARRddhKuuugpf+tKX8MMf/rCw/82bN+OUU07Bt771LQDAF77wBTz1qU9FGIZ41rOehR/+8Ie4+uqrcfzxx+PDH/5w5XPz4Q9/GJs3b8YPf/hD/PCHP8SHPvQh3Hrrrfj4xz+Opz71qbjqqqtw9dVX45RTTlnZSW/RokWLFhIf/jDgecDOnWt9JGuHk08GTm37GrdoAFMRY7civPa1wFVXTXafp5wCvOc9zk2OOuooPO5xjwMA/M7v/A7e+9734rzzzgMAnHPOOQCAyy+/HNddd53cbjwe48wzz8QNN9yAY445Bg972MPk319wwQWF1/if//kf/Nu//RsAwPd9bN68GXv27Mlt87WvfQ1f+9rX8KhHPQoAsLi4iJtuugkLCwv47d/+bczMzACA1RZyzjnn4JOf/CR+5Vd+BRdddJG0hlx77bV405vehL1792JxcRFPfepTnedDP6ZrrrkGn/nMZwAwpfumm27C6aefjpe+9KWIogjPfOYzWwLdokWLFqvAH/wB+3rPPcDWrWt7LGsFi/7UosXEsfEI9BpBT4xQv5+dnQXAso2f8pSn4BOf+ERu26smSPgppXjDG96Al73sZbmfv6dkAiBw9tln441vfCN2796NK664Ar/6q78KAHjJS16C//qv/8LJJ5+MCy+8EJdccknhb4MgkPYPNX6OUop/+Id/MJLuSy+9FF/84hfxkpe8BH/yJ3+CF7/4xRXfaYsWLVq0ENi+Pfv//d3G0aJFE9h4BLoiUZw0br/9dlx22WU488wz8fGPfxyPf/zjC9ucccYZ+OM//mPcfPPNeOhDH4qlpSXceeedOO6443DbbbfhlltuwUMe8pACwRZ48pOfjA984AN47WtfiyRJsLi4iPn5eSwsLMhtnvrUp+LP//zP8aIXvQhzc3O48847EYYhnvCEJ+AlL3kJ3vCGNyCOY3z+858vkGwAmJubw+mnn47XvOY1ePrTny6LHhcWFnDYYYchiiJ87GMfwxFHHFH426OPPhpXXHEFHvOYx0i1WRzTBz7wAfzqr/4qwjDEz372MxxxxBHYuXMnjjzySJx77rkYjUa48sorWwLdokWLFgcA1bYRx2t3HOsFacrsLC1a1IX28poQHv7wh+P9738/jj/+eOzZswd/9Ed/VNhm27ZtuPDCC/GCF7wAJ510krRv9Ho9XHDBBfjN3/xNnHrqqTj00EONr/H3f//3+OY3v4kTTzwRj370o3HdddfhkEMOweMe9zg88pGPxOte9zr8+q//Ol74whfizDPPxIknnojnPOc5WFhYwKmnnopzzjkHJ598Ms466yycfvrp1vdyzjnn4N///d+l9QQA3vrWt+Kxj30sHve4x+G4444z/t15552HD3zgA3jUox6Fncpo/gd/8Ad4xCMegVNPPRWPfOQj8bKXvQxxHOOSSy7BySefjEc96lH45Cc/ide85jWl5zmKgA99CNCcKy1atGhxv4aioyBJ1u441gvG47U+ghYbHYRO2VrPaaedRkXSg8D111+P448/fo2OiKVwPP3pT8e11167ZscgsLwM/PznwHHHAcEGWF/QP9tnPAP4whdYscxLX7qGB9aiRYsW6whf/CLA2wfgssuAM85Y2+NZKwj35N69wObNa3ooLTYICCFXUEpP03/eKtBTAkorqAppirtuWsJwmFcjNhK+8IW1PoIWLVq0WH9oFeg8WgW6Rd1oCfQEcPTRR9euPu/aBfzkJ8zXZcVwiDhiG2wE9dkF53lo0aJFi/sZ9u/P/t96oIHRaK2PoMVGR0ugpwSjERsUncoCIYh5XehGLJ5Q3UZT5jxq0aJFi1qhEuhWgW4JdIv6sQFp1saEUFzLBsZ4AwarCCjJeK0C3aJFixYKVAtHq0C3Fo4W9aMl0FMCQZydxDFNESMEsDEV2sEg+39LoFu0aNEiQ6tA57FRFeh7705x/hsW22fgOkBLoKcEYkB0DowbkTUraAl0ixYtWphR2QN9443ATTfVfjxrjY2qQL/sKT/Hm94xh+995q61PpT7PVoCvQa45JJL8L3vfW9FfyMIo/g6NzdX3Egh0FW5tHE/6xQqgd7gc4UWLVq0WBEqp3Acdxxw7LG1H89aY6Mq0OP7WBOEvdfescZH0qIl0GuA1RBo18BIN7gs2yrQLVq0aGHG/v1Av8/+f3/2QPPmuRtWgZ7rs4ff4s4NOkOYIrQEekJ45jOfiUc/+tE44YQTcMEFF8iff+UrX8Gpp56Kk08+GU9+8pNx22234YMf/CD+7u/+Dqeccgq+/e1v4/nPfwn+9V+z1tdCFV5cXMSTn/xknHrqqXjGM07Et771OSdx/NO/eDM+9an3A2AK7Zvf/Gb89V//dW4/J554Ij73uc8V/vaSSy7B00UKP4BXvvKVuPDCCwEAV1xxBZ74xCfi0Y9+NJ761Kfi7rvvBgC8973vxSMe8QicdNJJeP7zn3/A564qlpez/7cEukWLFi0yLCwABx/M/n9/9kALAr1RFei5WfbwW9i9QWcIU4SNG9nQMD7ykY9gy5YtGAwGOP300/HsZz8baZri3HPPxaWXXopjjjkGu3fvxpYtW/Dyl78cc3NzOO+88wAA73znh3HPPcV99no9fPazn8WmTZvw7W/vxAtfeAZe9KKzARDjMTznt34bLz/vz/G85/0xAOBTn/oUvvrVr+b2s3PnTpxxxhk4++yzQYh5PyqiKMKrXvUqfO5zn8O2bdvwyU9+En/2Z3+Gj3zkI3jHO96BW2+9Fd1uF3v37j3QU1cZrQLdokWLFmbs388I9F13tQo0sHEJ9Owce27v3LHGB9Ji4xHo174WuOqqye7zlFOA97zHvc173/tefPaznwUA3HHHHbjpppuwY8cOPOEJT8AxxxwDANiyZcuKXpdSije+8Y249NJLMRp52LHjTtxzz7144AMfaNz+5BNOwp4992HHjrswGu3AwQcfjKOOOgpRFMn9eJ6HO++8E/fea9+PihtvvBHXXnstnvKUpwAAkiTBYYcdBgA46aST8KIXvQjPfOYz8cxnPnNF7+1AUJlA/+mfAu96V2uUXq/4vd8DZmaA979/rY+kRYsNg/37gQc/mP3//qxAiyZiG9XCIQS0HbtKDATvfjdw9tnAwx/ewDHdP7HhCPRa4JJLLsHXv/51XHbZZZiZmcGTnvQkDNXQ4hIEQYCUM8I0TTHmd/7HPvYx7NixA1dccQV+8pMQT3/60RgM7PtNU4onP/m5+MY3PgNK78E555xT2E8Yhjj66KMLx6ceAwD5e0opTjjhBFx22WWF1/viF7+ISy+9FJ///Odx/vnn4yc/+QmCGlsgVi4ifNe72Nc43vgtGacR3BrUEugWLSaHwQCYn2f/L1Ogr8UJeNDeFJsO2nguTjHkb1QFejBmEvuOvY5n28IC8H//L1P+7ryzmQO7H2LDsYsypbgO7Nu3DwcffDBmZmZwww034PLLLwcAnHHGGXjFK16BW2+9NWfhmJ+fx34lc+iww47GDTdcAeB5uPjiixFFkdzvoYceiiAI8YMf/A/uvvsXJUWEFE95yjk4//xzsby8E9/+9rdy+wnDEN/85jfxi1/8ovC3D37wg3HddddhNBphMBjgG9/4Bh7/+Mfj4Q9/OHbs2IHLLrsMZ555JqIows9+9jMcf/zxuOOOO/Arv/IrePzjH4+LLroIi4uLOOiggyZ2XnWs2MKxfz+wQtW/Rc24P0tjLVrUiCQBOp3s/zbE8HEirsWvPzvGV7+x8Qj0Ri8iHIzZZ7Zjf9e+kSgYWoGQ12Ll2HAEei3wtKc9DR/84Adx/PHH4+EPfzjOOOMMAMC2bdtwwQUX4FnPehbSNMWhhx6K//7v/8YznvEMPOc5z8HnPvc5/MM//AOe+cxzcd55v4WTTz4ZT3va0zA7OwsAeNGLXoRnPOMZOOmkE3H00afh6KOPA3WMjDSleMhDTsDy8gIOO+wIabUQ+znxxBNx2mmn4bjjjiv87VFHHYXnPe95eOQjH4ljjjkGj3rUowAAnU4Hn/nMZ/DqV78a+/btQxzHeO1rX4tjjz0Wv/M7v4N9+/aBUopXv/rVtZJn4AAI9N69LYFeb7ijjV5q0aIOpGlGoF0K9HYcCQD48dXlNTDTiI3ugR4KBXrZEUG7uMi+iguiRS1oCfQE0O128eUvf9n4u7POOgtnnXVW7mfHHnssrrnmGvn9j34E/Mu/XI7TTmPfv/Od7wQAbN26FZdddhmiCLj6ava7g+bZyLgobhAFlJPKiy76CR76SxnDFPsxQd3Pu971LrxL2B8UnHLKKbj00ksLP//Od75j3GddqEyg+322cQOFjS1WiJtvXusjaNFiQ0Il0FadhVLchqMBAEc9IALgN3FojaISgU5T4F//FXjRi6aOZAoLx85os30j8VzvOlTqFqvGxlu/2YBQB8Mktpt/qdpIZQPGVKgxdk4PdK/Hvt7fCfSznw3wwtZ1g1tuYV9rXq1o0eL+BtXCYVWg41gS6CO3DiwbTTcqWTj+4z+Al74UeNvbGjmmSWIQMd1zjNC+0dIS+zplk4NpQ0ugpwAqF04d3rYcZ96ABLqyAt0SaHaC/vM/gWc9a62PJA9h4XjAA9b2OKYB738/8PjHr/VRtJgSVFKgx2NJoA/fvGzZaLpRSYEWv5zCFbFBzAh0Sh0WHKFAhw6S3WLVaAn0FEAMhh4SJ3Gkqfp/d4TbL34B7Ns3gYNrEINBtiJVRqAjBIh3TdkbBIC7756MT3i9VtCIB1cbMViOV74S+O53YQyJv7+AUuAVrwD+53/W+kjWPZIk40tWBXo0kgTaT9bpGLFKiKHFOQRu2sS+KsX804JBxD7kxGW/aT3QjWDDEGh6P3gge0id7zP3u5LTsWMHcNNNEzqwmqC/18GA2ZsJKfdAb8FuHPV/nlvvAdaBww8HHvQg9zb/8z/sJPCOkEasVwLNE2ZKc7Z27qz/WNY7eH48LrlkTQ9jTbF3L/CBDwBPfjKwfftaH826RiUFejTCL8DCopNR1MyBNQzx3p0KtJhpTCOBjtmxV1KgWw90rdgQBLrX62HXrl0blkSLt0VAncQ4p0A7ifaEDqxGUEqxa9cu9IQdAysg0EGARczjngVHlfI044MfZF+/9S37Nuu1BF0QZxeBvukmYNs24B//0bmrCy4APvnJCR7beoNIy7k/E2j1Or711rU7jilApRSO0QiLYONiMtqY7QorEWgxkZ9GAp20CvR6wYZI4TjyyCOxfft27Ngxnb0thdh2/fXm3w+HbBsfMQgA/3rzx7Z4zwJ2jfjOogj37TP7nygtf831gF6vhyOPPFJ+Lwi055VMAtar+roSUMpmCiYcfDD76vJ4q+fAta+mIR5crqDa++5jXz/yEbZ8b8HLXsa+8n5BGw+CBd1779oex1pCZUFthrgVlDICLZqIuBToIZgosVEJtLhtnI8B8ctp8zECGHICnbr0z5ZAN4INQaDDMJTtsqcRj3gE+2ojhV/7GnDWWcBDcDOSsIdbx0cat/vnl1yAc3/whwCAf/uzG/G7bzO38Ny7FzjhBPdrrkcsL2cE2qlAb4Tw+MXFrK2Yjs08vshFoFXisXs3cMghEzu0VaGKAu3xB4Oh4c/9CuI6vj8TR/U6LrP9bGScfz7wpjexa8ErEicxjvs+++dSoIfoAwCS0ca8rja+As1sGZUU6LYTb63YEBaOjQ5BFgPESKj9I4uUGXea2JnxtPLLOGYT6lICvV7tCyuBUGFNEBFwVQm0yyvdNKp4oMUFOgkf9DXXAC95yXSSUBE7M43HPim0CjTDW97CvloInxgPfZ9xpkoK9DSezne+kxXWOiDeVyUFesoINKXAIGWqcgrHg1AQ6PvzpLMBtAR6CiDUhRCRk0CPKxLoweVXATAKGesaacqcCKUe6GmdIahwEOhblx+AF+NfsbjDkeM6HiOGzyzz64lAiwHd9fRWSdNql0ie9zzWMOFnP1vdftYCrQLdEmgBsRS/Z4/x1zKpyauiQE8xgX7960ujHcV7r6RATxnBjCIg5cpzAt/+IQoCvRHsjOsYU0ahNjZsXEGQxRUR6NjOMIe//QK2vymLiKSUPSBKPdAbnED/w7dOwkfxYnzwitPtfz8aIUSMV+Af19f5WIkCDaxehZ6ZYV9FY4FpgjgPU/aQnyjUQW0qGd+EUEKgdQXaRaBH4BaAaTudFSfTlSwcFa+rn/wEuP32Si/bCMSi1CwWmQJt+6DFeNcS6FrREug1hjom2O7jygQ6zgrFXB0LhQIxbfUFaZoRaKsCTSnoYB0RxgOFo3BsPmTv75t3Psy6TTpkA+cH8Ufri4BV8UCrBNrQsn5FmONJLAsLq9vPWqBVoFsFWkDEkZUQaKFAV7JwTFuvrYrjmHjvzsslUiL8HIWEJ50EPPjBlV62EWQEegkpfNC4VaDXEi2BXmOoRNB2recItKNwYBxlBDp1jI5iAJ02BboSgY5jRNNcGyselA4F+r4FVgT0/b3mIlEAiJbWqXJXJYVDJdCrJf+zs+yrhXisa7QEui0iFBCD9e7dxl+rFg6XAp0sjxChw/9mnSTzVEXFlbRKBFp92E7RdaUSaACgkeXYBYGONmbW93pBS6DXGOpNbrvWKyvQUfa7tIICvSEJ9HAo399Uw2FduJcT6Ch1TKaWlItpPT0gVqpAr5I83usfjgvxv63EY12jLSKsrEDv2LHB+6yswMLhUqBHS9l9N3UKdAUCLeL8gBUo0FN0f4lTIAh0Mm4V6LVES6BrxK23soI3V7+LHIEem0lvZQU6Vgi0K4Vjigl0aRHhcIgBj2maOlCaEQYHwRQNYpLUriBFA+Xv19MDQjy41CedjhWqjq6394qfvBy/hwvxk59O4VDXKtCVCfShhwJHHVWyr127gPPOm05SUZFAlynQw0WFQE+zAm0xOKuXyEZUoMV76oK9/3RsOXbx/qbxWp8iTOFTZXrwne+wrxdcYN9GvcnHPzX31lYJdIzAWkyxcgI9RSHQyCvQ1nqSaVagK6oi9y4xW4JrMhUtr3MFGrC/xwoWDvXzHzjCSChh98RPb5myayKOs/Pj+vyWloBXvrI8juvznweuvnpyx9cUJumB/su/BP7mb4BPfGJ1+1kLiIdAxRQOqwK9nP0idkzAh0Pg8ssP6EjrQ4Xi4soEOlqn42MJZKQtYW8uiSwihNiwJdC1oiXQNUIEACwv27dRRbjoW99zbiMVaMvIME599AifmVYg0J1gugi0msJhVaCVIpmpQwWyQClwzxJrsOJcjRhUfZI0jCoPrgoWDnU3LgJ97OxdAIAb75yytu5VbSwf+hDw/vcDf/VX7v2dfTZwyikTObRGMckUDp/fL9No5xGpCpZjr5rCMVzKzqFrBetTnwIe97jJRLFPDOo9YakRqTI/BzC16S5COAg89p80KkkeaD3QtaIl0DWiz50Ergd8zsKxYPZ45XKg4VtvinEaouezgcFKoKMoU6D96TLBVfVAT62FowKBXlwEluMuuhi6Fej1auFQn3BVCLRlG/UWcE1Qe5TdfDfuOLjqEa4PVCXQwoflaqozzZhkEaHo4DmF7ZslgV5lCsdwORs4XQR6/362z3WV/qjeEzt2GDdR37ezV8B6VaApZV1jP/hB46+lAs2f3dZ27K0C3QhaAl0jxLPN9YBX4+aqpHBQeNbK2zEN0PPGhf3msLSkKNDriFhVgCDQZR7ojaxA79rFvh6K+1iMkeVjHi9XIKprgYYVaJFMc92ew6oe4fqA+qZcBFq0e5/GmL4qWKGFwxkVvGkT+7oBCXTVFI6qBHpd9hlRx4WS86D/v4AVeqAba257yy1sleENbzD+mqbsAg98rkDb+j20BLoRtAS6Rogb2KlADzMmUKWIUP8bFUyBZr+zKtDLy5kCTaaTQJd5oNetAj0YAP/8z9WK5yyjvxjrZRGJ5XOOhuvUwlFljbWC6qg+F1z3lyACS+MpCz2vGuUnYvqqEuj11FSnClZIoJ1vT0RETln7ZkRRaevpqq28KxPou5l3IzeOrDUq3BMH5IGucF01Nj/9wQ/Y11NPNf5aFA0GfPHRmsLRWjgaQUuga4S4dp0e6OVsUFg1gaYh+sLCkVYg0N56khfKIVI4ptYDfe657N/3zF53jEb4Es7CZ/BspwcaUK4FywA6Vh9860lGaliBjnhzoamN7Op23Q94cSNUfcLfccfqjqtprJBAOy0H4qKZNgVafVOWc6BbOKy31oANIF0ychPoT/4nACC+6tqVH29dqDAurMQD/V38L1D9jyxonEA/3JzxT8fsGpYKdJkHOo5LvCwtVoOWQNcIMV47FeilbFCoYuEA7L6nMQ3R89nvrDnQCoH26TpSFypg6nOgP/Yx9tWWHzgc4jfxJTwXn7EO6vq1YIsxiobKCVqvCvQqPNDqvbK8YH9/gkCnjvz0dQkZ+Drr/vzEiXB1bFT/fj31Ja6CSRJoca42IIHWLRxlizuz/tBNoAlbsYkWm/IuVID6IF2lAv2124/D4/FdvBevXl8E+ic/cf46HXECzQMAShVooFWha8SUPVWmC5UI9HI2QFVppAK4FehewAl0BQXa6p9ap6iawrEuLRzqCGwbsCuQhcqTKZVAr1cFehUxdjkF+i57l0HR3j7FlGXeypZjJQRanAjXE149WdNGoFfoVb2/Emi9kYp1bhqxtf8Zf+RsyhUH7BkRL60jAl1Bga5KoO9bYhFZ38dj15eFQ9z3tvhO3ro7CPi4VuaBBlofdI1oCXSNEPfA8u6BlfHlLBxlBLqk8nZMg4xA28YEhUAnU0agKxURJsn6VKDrItAWBUL1LlqzQgHgox9lOcJNIY4zL+qkLBwOAh3xbPSUThmB5udgoX8oRrE9bUWeCJcCnZPrHX6y9YjRCOjx+3lSFo5pa+suPtswrGThcHqg+bVUqkD7nEAvryPyVWFiXdXCsYmwc7oPmytlzTdGoEuqNzMFmn1fmgOt7rPFxNES6BohPdDjALj+euM2qgJdauEQN42VQHfQ5ckariJCodBOmwJdqYgwTSWBDrCOBo4qStoECfR4lJ2gwdBBHl/8YpYj3BSiKCNErvMgiuOqFBHes9f+crzbWkIdJHSN8I1vOB7ywyEuwxnY9LMf4Y/3vM26j2QU40P4A8QLjmWuSTYjaRqjURaoX+HYXfMIedFYItDWLcSsYPPmcgvHl78In0YOBZo9RGYDtwItCHS033FdNY0JKtDCO7wXB1Wyg6wXAi0SuIKQK9BlHmigVaBrRK0EmhDyNELIjYSQmwkhrzf8/kGEkG8SQn5MCLmGEPIbdR5P05D3AsIsxF/DSiwc4qaxEmiE6AQpPCT2wSOnQE9XI5VKHug0lRMEkVSxLjBhAh2A7cN2LUSj7AQtD9fRPDmOyxXF4RCYm3Nuk8uBvsf+dBsn7L5bbxaOL38Z+LVfY43xjBgO8WH8PgDgp/Gx1v187LJfwh/iQ3jX/pfbX2xK2xYDWDGBXtrjIAviPExbEolY1p+bK7dwfPRfENzwU/utxS0cs8EISeog0B5bJYr3NxgE/e1vA68v0IQMKyDQYeiunRuO2XvfB/ukRL1VGgtuqapACy7gUqA9/vm2BLo21PZkJYT4AN4P4CwAjwDwAkLII7TN3gTgU5TSRwF4PoB/rOt41gI5QizWXDTkFOjI/JCXyQu89sxVRMgIdGr3QCs50NNIoEtTOBQFuoN1NHBUSZ9QCLRtdaCQwmEZQHOr9lUIdFPLfFGUdRhyWThWokAv2ElhJAn0OppEALjttvzXAoZDxGBjxmY4PLv84X89fbj9ppjSrmsA8gS6igd6h8OiIs7DtE0ixGfW7ZaqpR5S+Mv77UOMsHAEY7cCDfawifY1qEA/4QnAO99p//0KYuw6HfelPozYe6+qQDtXNiaJMgWaxwkJOuFUoIVVriXQtaHOp8pjANxMKf05pXQM4CIAv6VtQwHwdHtsBnBXjcfTONR7wGrPGKygiLCMQKODTkjhI6mUAz1tBFoUETo90IoC7WEdWVSqkBiFQA8i84Srsgd6pQp0U2uUqgJdhUBX8UCPHEQgXZ8eaHE5dGzx1KOR7DQ5ppbUFgBbu+xzuxuH2auVp12B7nbZjV9Fgd7lUJfFRZMkJR1X1hkqsELpgUaKYLxcrkCHYySOe0JcJvH+hjzz6g1t+2xWEGPXDR2rsAAGYza+ujzQ6t83dtvIE29RoPlzvZIHWoyzrQe6NtRJoI8AoIaObuc/U/FmAL9DCNkO4EsAXlXj8TQO9bpd2Ge+0JNB9nATkVs6JGnqlFg4aIgwoEyBrmLhSNYXqShDVQ/0Ehj5onAx7YaxQgV6eewm0GUWjpwCParg/21qjVL1QLssHCUKdNU+COOEnUdX2/O1gPiorQQ6TSsRaKFA3YMHVrMGTSOB7nTc/akB+Px+WNrtsG1NqxKvKihlFg4k8JOxfW4acw90OEbsqAsQzW6jhYbsLiL/GHCPC+KGKVOg996HxCYiIZtILGJ+9ZnSk8QkFWgxzrYKdG1Y63XNFwC4kFJ6JIDfAPBRQkjhmAghf0gI+REh5Ec7pqgARH3Iq0VdKqpYOOT42WWnxqY6pvDg++AWDstBLS9Lgumqwl6PqOqB3omt7L+oplo1ghV6oJciM7MqKNAWBaKqQivRhAJNKfs8qhQRCg+0zcKhxPRZV1IoRUTXp4WjVIGuSKDjMTsP9+IBdqVpWokjwI692y0l0KLeoZIHGpiu81BBgVYtHAFiRwpHgA5GCHzqtnDwZ5GzOHWSuPfe7P+rWJmSpwpja9wrkE0kAGBp0fJsXotmrmUeaKFAi9Vo29jXEuhGUOdT5U4ARynfH8l/puL3AXwKACillwHoAZz9KKCUXkApPY1Setq2bdtqOtzJI6eSWUhvJQWazzqlAu0g0J5H3R7o8RgL3DXjWsJbj6hKoHeAXSMpvPWjuK1UgY7MpElXoG0KhDpmLo3ManYOTSjQ4n1XsXCUFRGqMX02pSmKpJczheuiaR7i8xE2xQKSRHqgnQQ6Yu99J7bZz+d6tnDcey/ws5/Zfy8sHK5sNmT3w9I+x/tbz+fBhRUo0B5S+EgQW4hVlHgISQzfp85kGvEsipYaIl9VGyyVrEyJH3cwtq7OAXkCPVieQgIdVEjhaD3QtaNOAv1DAA8jhBxDCOmAFQlerG1zO4AnAwAh5HgwAj09EnMJcktANtI7rECgucoY9nz7vihlBJrAbeFIUyxiTvx3qlApB1oh0AkcHQWaxgoVaBuBzooIuYXD5oFW+HpU5RSsBYG2PZXG49JCw/Eg+1vrtT4a5Qm06yn42c82mg8sLgdbU8qcAg2bTJ0RaCBr82t9MWD93A8CRx1lbVsMICPQru4gyCw6S/srdG0E1t95cEGNlqhg4QgQW1emkpTAJykT9B2PfxH/GC82ZOGoIjAMh7gUv4w7yZGlCnQXI2eNzyDObjzbduvSwpFqCnQVD3RLoGtDbQSaUhoDeCWArwK4Hixt46eEkP9HCDmbb/Z/AJxLCLkawCcAvITSaarucKOSAq0Q6HFs/jhEIoOwcMQjM4FO4DOFFikSB8FcFBaOKWtvXDWFI6dAr5el2pUq0HGJhUM01bFZOJTJWFylhqQJC4c4B2UpHEmC28cPxGvwHvv7q6JAj0aSfDonU3ffDTzrWcBzn1v6FiaFUg90kuQJtOWCj8bZex8ulRenrpv7QaCswEkl0I5jF2q9q617pXtwPUJ89hUtHD4S8zOC78oDJ9AuCwd/FsXDhs5TFQV6MMATt38cj6DXlsfYIXIWDg+TTIG2PpunQYG2jX1pWuoXb7F6VFjbPXBQSr8EVhyo/uwvlP9fB+BxdR7DWqKahSPbyNZxTCzTOD3Qaco90BQeoXZVLkmwgHn23ynzQKutvG3TLJqsUwtHFf+lcqylHuiAAon9uhqn2a0duwZ/QUyaVKDLOhGmKV74nVfgu3goXvDzi3CGYRNVgU5sH3FBgS5RaK+7zn38E0SphUNRoEfoss/IKxIeVYG2kp1pVV4BNoiGYWUCnYzshPyGPQ/AObgKl+BJOHiazsMKiwhdHuiUqgq03cIRcwU6ShoSWSoq0ACwv0JyRgfumL5hoijQNrV+DQj0bw8/gRE6+FJsbp4kiwhlDrTDwiFju9bZpHkDYbokyClDFQKtWjhsBFrcNGE/sO+LE2jPY4OoTaGNY2DIY96mUYEu80AvDX0M0YfvpdOnQCtvajmpQKDhUKCVB59TgRYMrgkCHUVYxCzedN0L8XG8wP7ZpCkWYrb82PXMBx8pCpvV768T6LLW4Q3GPQlOa+mvVLRwWD2f2XtPxxUI9Hq5H6oiTdlJchBomlIkkkDbifHbfv5CXIOT8QU8fbrOg1pEaFMmCx5o864qK9A8/jFuKqmpyvhYgdHKOTrcnRYHyvhqG0Mbt3BQiv/CM/Fl/Ea5As3roVJXEWFLoGvHdDGoKUPuBrRc6Gql8CixKNDCwuHyQAsCTQAP1EowF0fKzHvKFOgqBHrHfkYIHzC3tO4U6EvxyyCguGuXRXZUBrrl2LyNLCIsyQHNK9COz1ks8zVh4YhjvA+vxPnXPANvxZ87JxLiAdcj5liySE3hsL0/xcKRuiwcyzzrtkGvoHgp67NNt3BY87Cz926bpE+1Ap0k+MTtj8N95AH2ZXuFNKc2TygAL+WFt+tpXKiCFVo4nAp0CniEwveJU4EWE/DGFOgKFo6cXWHVCnQ5gW5cga5wDjIPNF+NdnmgWwJdO1oCXSMqWTiUn49iS/avINAzoX1fXLHyPMAj9hg7QaB9xFOrQLuKCCWBnl9edwr0G/BXAIBrt282b6O8qaUSAh2GXIG2FRGm2cPRVpwKIBuoG1Kgd+EQAMAW7HYqTWICQS3+ExEL6SO2+wAVBRpwKLRrQKCFLdnl5a9CoFULh1V9neIc6L3RLF542avw1J0fs6vwy9nnZq39AODRKSXQKywi9JFYJ80pJZkC7STQ7HdxUyJLBQU6N45VibFzOFSH6Tok0Mo5sDZVkzF2QoFuCfRaYroY1JQhR6Ar3KSjpIRA98sVaJYD7VCgh7w9sL+IJJ2uj79KI5UdC2zp/wGbBqDwQCtFUDSA8RhX4NEAgPnAUtmuKtCJmUCL9y2KSKop0I7jEuSqIQ+09KrCsiRPKUApBtyjaFu5EZ0Wexjanw/jcTUCLTr4rYGFY7UKtMo1Si0chEzdwzTmY9RV0Qn2c7CUTRBcb8/nCvS6SuepAlWBVr83bFKqQFOhQPPzYBlIxQR8PSnQ6rEMR2Zir8bYAfYJ6oBm46t1dXgNCfSO4bxxE6lAd7gC7SLQstvKlMVtTRGmi0FNGSp5oBX/ZqmFo89JhYk0KR5olwK9MGKD8GZ/ESmmz8JRlsIhmobM99n5Xi8Emo4jjEpaqKtKqo1AF9q62zzQigId2xRoSrOLtKEUjhyBNj0o+QNdxExZJwhDhUDbng9JkifQtoIboUA3SC5LCbSiQMcIrcees4nZlnPFi83MrF/iWELkANgJtFKI7equ6qdsu3W1MlUFhZu+eOyFFA7LeUhSAg8UfkCYQmsZSGO+Ohk3JbJUUKDVlKp7F2aM26gxdur3OVAqu/EC68gDrZyDe0YHGzcRXEAQ6NYDvbZoCXSNyE2qrQp0NtCNEnMobBqnIEjh99wEOrNwUCupWByzfWz2l6bOwqGmcNgItFzKrBI0/773ZeSpZuzem51r62qE8vOlpGfcRm/rblvCG6cBuh4jTlYPtGpZaEJ9jWNJaK0Emg/2g6hEgeYd+DoYO20QaoZyKYFuEFUIdKwsQUeD8mXtUgV6Zmb9PkwrKOxWH/iyQqBdFo5pVaDVIkL1ewWVUzhSAo+k2fhouWakAk3tJHuS+OZNR4KA4kYcW0mBvndpzriNauFQv8+hIoFeSwX6nvEW4yZFBdowPspmAS2BrhvTxaCmDHkLR/kykcvC4SGFP9Pl+ypRoJ1FhGwQPihYnDoCXcUDLQcYsXplI01f+AJue9Vf4/W//N1GVrgGSkfc2HItqER3ObUo0EKBCN0Wjoj6mPFLCPRohPPxRjwQd9sL0CaJKgq09mHYliijEUUHI/hInCQ0QgifsA1sHuGlvREIKC7AudXexwRQ6oFWLBxAvnW5CjWFw/oZihdbbwq0+sFZJnArVaBd9/LUFxE6CFEhhcPqgeYWDlGEbLknIso2iBE0cq4+ec3xAIBv4MkTJdDG6yFNMUAfgcfHhXVo4bARaOmB7rL7wiigVLheWkwG08WgpgyVPNAiVYHEGKUWBTpJQUDh9zv2fSk50D5JkFqKP6SFI5w+BbqKB1qmVIQlCvTSEh6DH+CdVz4Ft99ew8FqyDX+sKmq6iqmZelUZoKLtu4OBXomYMTJ6oEej/H/8Be4Fw/EZ7ef7jr8yaCKB1on0JbJxnhEESJiBNpyrdMkRYQOur677fmO+9hrvB1vtF9YE0Y1C0c2obYT6GoK9I04FjvDw9YXcVRnlRUItM2OlS8irGjhWE/noQwVFOhCCoflPIgcaFFDYcsOj1KFQDewOtXnk/0hepUItJompUJtpKJ+r280RA9zHa5SryMLRx9sNeyeeKtxk0oKdEugG8N0MagpQxV/omh4MhOM7QRaKNBdTj4MRIAmKSg8eB5hjVRsCjRv0LE5WJ5qAm21cMgqZf69hTQl8LEDhwJoJnxBpEYADgVauV5yypsCkUohm+pYPdAB+j57iMS2QqDRCL/B+xx96q7H2w9+UjggBdo22cgItDXznNs8eoGbQPtjRuRiBMDiYunbmAQqFRGSCgq0ojS6YuyOw43YdvNlWBrV2jtrZVhayv5fgUDvHpp9ryoJdHmgPU6gp87CoRcRGo5dT+FIUs84F0ylB5p9b1SgKUXE79MIYSPnSsRVugj0WKkRslpU+PjvJNBpiiF6mO3wbSwixFoo0D7YC+1LZo2bpBqBbhXotcV0Magpw0oUaBeBpgllBLrDUzgMBEzcSMIDbestsThm1oCDOtOtQJd5oMsU6OvvPkj+f2SOGp4oqijQOc+8hUBnXSmFhcOi0NIA/aDcwiE8ybvG5qrviWIFHmj5rW15NaIIEDO/v+X9iTbXZQp0ssRSUWIEwN69pW9jEhDXXJUiQiDfeVFFVJFAC3z6DlNfxzWC6j23RdQp7++u5YPM26hFhA4F2ksUC8c0kQo1xk79XoGewqH+LLedtHDw8cN0zSgrRU1ZOKoQ6FxzKJtFha/CVCPQbFtboyn1md0UgRY1G9ZVtTRv4bC9PwAtgW4A08WgpgzROEUgbmSrz4rdKDNh5LRweEjhO8LTCwTalsLBCfSmcMhi3ppZsZ4IqqRwVCXQIs4PyBrR1QlVgbYSaOWhIDyIOjILh2MJj/9914/hOfyQGI9Zm2iwvN3aoSjQVhKjK9BWpYnfEx61PmzEBLYXcq+jLTN7iU80EAD79pW9i4lAuBfcOdArtHDY7ErKDHFxbO5wuRb4+teBo3A7ljBTSYHeO+obt8l5oB3jmZ/wJftpV6ArpHAAlgUemi8iNCrQysQ6QtiIhaND2GtUJdDWcYG3ci8j0AP0Mdd1P5tz1qAGOCiNYoz5eGy14MStB3o9oSXQNSIaU/TA2JndwsFuiH4QYURtBBqVCbTvCwJtvgHHiYcAEUKfbT9NEZEihcNVRCiXuEoI9GAp20ETCnTOwmF5dqvWjtiyOiDeT9ATdh6bBzpEx08QkMQeRTUaSQK9JzYX5UwUugfaYuFQH2fW+yamkkDbrgWhQPcCds5s14JIcWjSwiEIdJmFI+D3qXr9qMhZOMpi7OBOqfjxDyKc/4Zm3j8AvOnvt2E7jsLVOLkSgbadq1ghgVYFOkngcWI5Qnc6CXQFBVqkcFg24ykcFH7AnyUmAq3kpzelQIti2AH6dgKdi+Y076eqAj1CFzNcgbZaOJYyZaUJDqpakaw1MLoH2tREqiXQjaEl0DUiHtMsj9KmQKeKAk3N6lAqLByO5hmCiGcxdo4cUB6kD0zXvVWpiJC/H993E+jhUvbzJhRoQeYAh2qsLlGWWDjkEp41hSNA6CUIvNSpQIs4pz1xAxaOih5oQeoBt9fRQwqPAAm1TBY5b+yGbgI9Xm4+3qyUQHMLR7/DNrAR6Eh50FoVaIVAWzPBATzhcQne9I45jBabaShz6GZ2492HQ60EOqYKgbYphao9ykaglf1PHYFeQYxdmQKdUK/cwrEGCvQwYp/zIuaqeaBtAsqYK9DC4214ezRJkcJHJ2A7SWwNUVUCbctbniDEOATA2uSMFmJMWwK9lmgJdI2IxmmmQJdE5cyEsZ1Ap8gTaMO+BJHyfLcHOk0JKzSZcgK9WgvHYDH7+bpRoNUiwjILR89t4Yipj8BLKyvQ+5K5+lcjkqQ8hSNJsICMzNubznALh19u4eiGfLWligLdUDfCSgo0fPQ7XIG2FhGW54vnCLTDI0wS9t73XHmrdZtJYtssOwk7sG1Vy/a5IkLbtT4ey2tvjM76I9A7djhmiytopOIRtwItPNBiNbOEQDelQA/H7IG0FwdV80BbJoLpWEspMhFoUYjtCwJtGUPVDpej+seFqMJEUG/lbVSgK3jmW0wGLYGuEdEYpRYOqUB3VqBAmwZG6YFmMUU2C4dUoD1q3dd6RRUCTalm4bAszw2Ws4GnEQVaLSit4IFWlTcVlEsvoVCgbQQTBL5HOYG2FxEKAk3h1d/Nm+cyA24FehGZncT27E5iKBYOdxFhj5NQqweaNylpiiykaYUcaKFAd7kCbSPQynu3vT86zi4+62oEgM0hK+rbdcVt1m0miW0zLIVjB7bZLRy0goVDIdBWD7RCoEforq+Bb8cO4NBDgb/4C/PvkwTX4zi87j/OwJV4lNvC0e+UeqB91QNtuGbSwQgpL2BtTIGOKxBo1c5jI5ic6MqUCpNFWHT2Dfgz0CZuLbObNEBkzcueJHIKNMwPOapZFI3qeatAN4aWQNeIKKKlCrS41vthklu61rdRPdCmXF8xM5UeaMuydpryqCPHEtd6RZVGKsLCUaZAD5cb9kCrFg4bEVAVaFgUaBHT1HXEGEEUC4FZOByqnHrN7dljO/oJQVegLQR6GTPqnxghLRye/WEqhNdeh50zqwItCXQzkV1q+ERZJ8J+lyvQY8ukq4KFQ+1W6Ip529xnJ2z3tXdZt5kk5n12IpwEOs3uA9tEMB6x9+0jtivQin1o3Vk47uLn++KLzb9PU3wCL8Bff+WReBX+wa1A97tSgbYXEcKpQKtFmY0p0BH7bKoS6NIUDhHz6RCbpIXDpOIiI9AdjHM2obqgTpJtK3S6Ap22Hug1RUuga0QcoboHuhuzgd1g7k1TCgLqnHWKhyfzQNuVmIQKBZp/P0X3lprCUbmRik2BVno4NOOBzv5vex7llihhbqGrE2grwaQePI8iIA4CzRXorf5uAA0kuCntqV0WDrX9tt3CQaUVyeaBlhaOMgKtPhwbUNsqEWhu4ZgRBNoyycupcjZvvUKgXRaOzSG7KXbfuMO6zSQh/KouAq0W09q8qoJAd73Iei2oEYqlFo63vAX4zndKjn6CEO89NBeRs7oAVqtgI//SA93vSgXabOEgpR5o9X5oytY0jMsJ9FiZTFnHPd5sR1rcHAQ6U6DN+xIpHB2MkdiaFE0QalSlTWAoNFJpY+zWFC2BrhFRjHIPtMiB7iTWwZFqCrSRd/D9ez6B51jWZkH62RLetKRwCMI8MQ+0QqAbUaAjVQU0b5NXoEO3AiEtHBYFGkKBdnigeRHhAzuMQK8XBVoQHf4nRkgF2id2C4dGoK0EUyXQDSvQpRaOXlkKR7kCPY7V/Fz7kL/JZ5aKXfc00FkIkBnm9+FQh+qokCZbwxxBoP3Ynm2vTN5KFeg3vxn45V92H/wkUUagkwQjwgi0VZlULBxOBVpY+BwKdDTKTnRTjVQGFQh0vsjaklIhFWi7xU2KELKI0PJsHrD7oIuRPWN9gigo0I6JklMg0gn0tDzkpxAtga4RUUQqWDjYjdDvsrbDpna8uoXD6YH2idPCkaTMA+dNmQJ9wATapkArqnMjOdAKJ7EtGYplSUIoe9ibHpRCPREKi6WRilSgvdTa1VAo0A/ssezj2gm07oE2GhQrEuiU1wX4sJIm8fwR4QWVFOgGyILagM+pQFMP/S77fK0WDlWhtSWyxOWTNwDY7DET/O5hA5ngyO6De/BAs8qpdMRj27stHB1vBQTadiLWIhhfDA4OBXpMeD6whUBLC0cncK4usol1dQLdnALN3vsC5qt5oG3jgiDQfXvMpxxDfXcdkCDQTIGun4Sq571UgZZFhIYdtQp0Y2gJdI2opkALCwfPKF0yEOgqRYQ5D7R9WbvQiWpK7i25RLlCAm1TDobD7Pw00olQXUa3VJALAt0LYqsCLQbQUORA2x4kqOCB5gT6sFlGnJq0cLgaqaxEgfZ9Yr/WxYOyhECrqwPrxsIhFWhOoE0KtKLoA44JQgXlDgD6lFs4Rg0RaD7ULWDefN6V6wWw+16lAh0k1tUI9bpyWjhGI1yOx2IHtlZ7E5OAuCAmoEB7oY+AE0NrjJ23/hToYSJWpgLQqIIH2qpAi5QirkCbiiRFklFZEeFQUaBtEZETRDUFegUe6GAKC52mDC2BrhFxQjIPtK1QQRDoHifQy+bBcUUKtOcqIuRV2FMWY6cSaHcjFfZVVmHbFOiRhzksAGhIga5i4VAItFWBFsuPJTF2qgJty5RORjESBNg6wx7gtadw6BYO04eYJBUJNLsnvIDYr3VxrkpWI3IK/ToqIlQJ9GhkeI+Krxeo6oG2D/lijNoVzVu3mSTEqa5s57EVEUaiZXvC0gtMUK49p4VjOMSZuByn4KpK72EiEEsSLg90iQItLRyh5xzbhQdaELDYoKzmGjo1VUSYZO/dOtGlqp3Hcs8LciwUaBOBluOCW4GOeXExI9AN5EBXINC0EGNn2JH6sPQttSYtJoKWQNeIKFYtHOZtMgWaXfRGBVosV1fxQHuA77JwUCKXvm37Wo/QFWjbSqv4eSmBHvuYwTI6GDWvQFuUNLFNv5OUe6DDEgINAkIII9CWZW3xvsXqR+1WuSpFhDppchQRllk45LkSBTc2i8MaEmjrORcWDqFAmywcnBT6Hvdy2rpSJuXKHZCd693RJsfRTw7i40/gWxXoKpMpcT91g2T1Hmh+U9yFI8rfwKQgCHTH0mY9SbIWz2UWjtCXwqMzhaNjV2jVpk+Nxdgl2Xs3kXpAS2SxpXBIgUE0mnLY4AI3gU6G7H13MG7kOamuMpV6oEUrb5cC3RLo2tES6BoRxaoCbd5GxtgJpelAFWjRibBCEWEuB3RK7i1xnkQKx6qLCMce+higixGGgwbUhSoKNCc3/dClQLM3WLY6lynQ1KpAD0di9UPEOZW+jdUhp0CbU0aQpvkUDut1TOGBddR0RTYCQNApUaDVwrr14oEWCnRfEGjDe+SksOvzCZDt/akeaEcKh7AW7Yo3O45+chCKt5VA66sRNgVaeN2D1Emgxb5cBFrtPtcYyiwcSnfOUgW6G5Qq0L6nPEsMky6VQDemQKfZe7cTaMUDXbLqJO95lwItx1CbhUMh0A3U4eWabVnOe8EDbTqulkA3hpZA14gkJdVj7DiJGQ1M0WXVCbTwQDsVaEJlDvS0FOiuuIiwRIEeRj56GKKHoVH1nzQqdVRLMgXaTqDZ16zTlvm6omDXQeCn1qYso3H+2mtCgVYJka2CvLKFg1CWA12SmRqKa8HmEVYezFEDea+CL3kWGzjAuqWl8NFn1tdcEaoEJ5idgMeWVWoR77JwsK9Lac95/JNColo4qnigbQSaH3c3TKzjnjp5G6NjPfGj/dlylFHdqwMTtHCUeaBTvZW34ZpZEwU6raJAs/s0ILE1TUa/500TBPGz0hi7oWLhcOSnTworUaAFF0hNl3FLoBtDS6BrREoJQrDBx7pMJFI4uNJktHBQgEAp/DA8SPIeaJcqx1M4fHeO8HrDxD3QUZAp0IsNZHzmosQsRIB/rr3QZeEQhXGOIhKwIj3PA1OgSywcYvXDFok3MWiEyEj4qnqgU7BiKN/xsNHVqAoeaDXesC4IAr1pk2Nc4D/vcS4bmzyYnBR2OYGuVERoU2iRXZfj1ELkJgzxHq0qZ1UPdCwsHEy1N6KihWO8mM1U7vn5snGbiaNCEaFYlali4XAWm1P2fHAp0OJnvpc2qECXE+gxZeenH9jzvkWRnczJNynQopGK8EDbuvby8amDqBEFOuLvu9+JJ5PC0RLo2tES6BqRpgqBtinQ1IOHFN0uuyFMCjRdiQdaWDhgU6C5ArFBPdCVCXQcoo8BehhiaDjnk8Y49RGQGASpnQhUUKCpSCjqOAZQCAJNqynQfdFopObzoKVGGO+JAmmy7CpFZuGAV0Kg3X7xtSLQ8/P2iWCBQFta9qoE2vb+8h5oC8FUXnNEmyHQQjmu7IEusXB0w6SSt95FoEcLGYH++TWLFd7FBCAUaMdsMWfhcCmTnRIPtIyxsyvQYszshmlzMXZpBwHh+dUlCnTPjxwKNPuaeaAdMXYlKW/i5x0vclqfJgXRLKnfSSqIAvZW5S2Bbg4tga4JguCVKdBpymb63Z6dQIvmJ17IBwWTAl2IsbMMMBTMA+0YQNcjKsfY8bcjl7isBLqDHoboYoRRE50IUx+hlyAgib2IkD8U+p3UGh+lK9DG5cc0ZQSaAGEFAt3v8z9bDwp0wcJRspLi2QlY9rDhBTc2BZo2S6AFX5qbK394i3HByPeEAh26G0Lk7EMuDzT/3ZiGjeQhlxYRFlYj3BPPbpjaEz10C4dNgV7KjuOe2xryQ4sZlY2oVlCg5fjYDZ0KNBNQAD+wTyrVVteNxdjRLuZCxiCtBJoGCLwEgWf3uqcJBUHqLJLMPNAlKRziuiINEWg+d+t37NexLhAZj6sl0I2hJdA1QWaZl1k4eCqGIDHDZROBZgo08T14SIyqXL6I0OGBToUCzQfZulXHCaF6ESF7X6Ue6CREnzAPdCMxdmmAjp/AJy4FmhPorsMDHQuPn3sJL4UHzwcCnyJW4p9UCALd6zd0LXBCRIjjwVUoHDPviuWZp24Lh7gHuRpljcdSqvsHw/oflMvLTP3qOvp5iJ/7IYGP2EqgI4SZhaNCkaRtMgVK5XXp8ghPEoIQV/dAlzTMCagzEq+KhUNVoON9S8ZtJg4xozIa3VGpiFD8iIRBSQqHlgNtINBy8taQAk2pRqAtkXERDZgI4ci2lwX3XYcCLWPs2Pdl9sqOFzfjgRYEumsn0JTmLSqtAr22aAl0TahMoFMPPqGYmWHfLy8ZFAGuQMP3rQRMJdC+KweaEvhqEcmUEegyBVp4xPwS1XGQdtAPYqZANxFjlwboeDFTTyzHLh4KPaFAO5SmMg+cUKADnyKGb1QUh2P+ejMefMSNKdDdLv/WEsGkpnBYl2pFS2KfVLZw2D3QzRPo2Vn3s00QGz/wECA2cxhxPssUaLUBhc0DPRrlCaaNzE0QOQV6NR5o/vNuh133ZXYQVyfC8XJ2HMlCQx5oQaBtRDVNMaLlCrSHBKQTOhN6RIMlF4GWFo4ObUSBjiKAwisl0GMaIPRS+IQ6PdCMQPOOp04Lh/BAm48rSQkIUq54N0egew4CrRcRtgr02qIl0DWhKoEWsUKCQA8MkWpiUIDnMQJtmA1nHmhOMC0PykSvwrZ06ltvUFM4nEWEFGwJr8zCkXbRD2OmQDdAoMdpgNBP4ZPUSgpljF3X0cpb9/W6CLQnCLQ5Mm4UsX10e2yC1hSBFnG3tmOvQppER03PqUDzcyXUKBvBVFTZJlYjlpaAmRn2bCvzQPsBQeBQoFUCnVqYwFi1cNgI9HAoC/DG6DRPoB2ktxuwN28jMbKIMHQo0BUbqahF3CKFoXYIC4ftnFe0cHhIgTCUY581B7pEgc6K7JqJsRP33FyHvX+nAu0nzuZQMrGqyzueGsa0Yoyd3RrkI4Hv0UYsHNLC51KgFQJNkLYK9BqjJdA1Qc4UkfDCMfN2CVfS+jPsBi1VoC03c+aB5hYOSxFhSsFzQN05yesN1YsIuV88EDE/5g0HtIdekwo09dHxyiwc3FLhUKCFwu4FTDUuJ9CwknFh4RAEuu7ViDRi0WxCga7mgbbsS1GgrR7ouKICrVhcGuCNWF5mBNoVYyeuET/0ECJyEuhOIBRo874iXkTYD8bMwmG6eYbD5hVo/h4pPKQjsweaFUny92ezcPD7piMIdIkdxEqykVegbURu4piAAp1w4gjfR+CwJqTw4JcRaD5mdru0kRg7QaBnQ/Y6Lg906KXsGViiQHsdRydCvYjQlsIhu/Y2Q6DHopFW1z4RFJ8Ns3NaeEVLoBtDS6BrgryGkcJH4vBAM1VZWjiWDeRYqAtCgS6xcDg90FyB9gJ7p6b1iMpFhPxcefzKtk0QhuihH0ZcgW5gcExDqZ7YBmOx1N7vUSQIQGO7Au0F7gE0S+GgVhVJVaB9JLUr0NJb2c1/r2+UI9BWKxJknrnVwqElllSxcIzrDxxYmYUjZBYOw6WQKbR8Kdo2WZTXlWjQY7p5BoPGFWi1mNa4EsbfX6/DfufyvQKMEFWxg7hUVbWRVdzU6lwFBbqKhcNHwp4Rvr3wVHYidHmgY0Ggm1GgZeJMyD9n60pRgE6QOJOFpALd4xYOxwShigfaJ5ywO/LTJ4VxrI7/5s9ZrsT67NhaBXpt0RLompAj0BbbBcAIgk+yIkKTB1PkQMP3ERBzAUWBQFs+WumBFjF2ltn+ekP1FA4iG2yof6djhC66QcIUaFOXtwljTENeRGjPZc4sHFxxM6knaaZAWK8rVYEO7HaQgoWj5rBTIWSJaDaXhYMQioDYi3fk5ywU6CoeaBvBVB7G4wZWI4QC7STQQoGWFg7DeVhhCoerw6WqQCcIkAyaU6ABSy0GvxZCP4VHUiQwLz2pBNo2mVItHIntHEBToE3t0+tABQW6soXD9532LjGxruSB7jbTSEXGxfGVhsh06VGKMTqKAl1WRMg/a4cHOuvmZ18RDEgC37NP5CcJ0Sug13Mo0GoxPbEQ+6oPyxarRkuga0KBQDsIn+9RzMyxj2LZULeSU6AtCmY+B9rudZQeaEeQ/nqEOnCUNVLJKdAm0kTZAOUHrFNkEwo08++lTgVaFhF22TFHI7t/zwsYgTa+vyQpWjgMg/Ew4rmqfWHhqJcwyLxelwItSFNAS5ZqK1g49IJLy7UeKbnHasv1ujAaAZ1OiQe6oEA7CHSHE2jLBEGkjPRDe4MG1QMN5BuK1AV1TExGdtU49DlpKolwkwp0hUxp28qUGiNqsxJMHCI7sZICbb6XVQuHywOdUDYuiCJro0rNr6NOlzSiQEvLiFSgTRuJayHhzaEsCnQVAp2LfLWPxwkl8MEtHI4GRJPCOGa2vNDhPZcWPg+tAr0O0BLomlBZgeaxcmHXQ4DIqEBTWt3C4QflCrTnTV8RYWUPNAUI3w6wE+gUbKkzQEMRRUKBdkQwSQLNOwOaHuCiUYAX+vBLLRwEgU+tfmpBFjs9j1k4alagMwLtSBDhFo4woPxat+eZV7VwCAJtuxYiqBaO+q+FNOUPb4cHWlwLkkA7SIW0cJSkcMgGPaadDQa5yLjRYv1elpwCbRqH+AQh8Pm1UBLhFoT21YhCBrllMjUeKgS6KQ+0IM4WpZcmaW6SZyL/qoXDncLB03kczYUyDzSQwkc6rtnCEYmiRT7umc67Opny+WTKwB5lCofIgXa8P2GDsIpNKYEvFOgGLBxxwp5HQVAuChACbuFrUzjWEi2BrglVFWjmgWb2jD4GWDZZOJTlOdvyVW5QEN3ZDCxTvN60KdBqCoc7xo6pCk4CnbBOT17IiGMjbVppgI7v9tMJtVWkVESGJeS8Ap1YB9DMwmEvIhSqZtD1eQpHzQp0lD2YAbsCPUYHnYA646qkl9/3Si0czrbn/PU8wi4CYWupE0lS/mxTSWG5Au1uCJFZOOz54gUFerle0gRUINCSNFGWvGDxbzPyGHM7j2WCoHfBtAgHOQW6KQItjteiQIul/Zm+sOqYz0EVBToVCnSFrrYdft/UrcQLgi6sSK7JYidImQJt+ZylB9rxfBMWDkmgHUWEgcez5huwcEjPdWC36ggFmhDAJ5a42pZAN4aWQNcEeQ0TlHugPTbwzWAZy0MDORYpHJ5ntQAYPdCm5U4RpL9Bc6BTSuCBOgk0TVJQePADTqCbUKARIuSDv8uW4JMEYWh/cImJBAnsmeCCQJOSGDsZldZhBLrurpQR9/FW8UCHIeV2JXsOtMgzL/VACwXaVETIFW8RodVEEWGaVifQfse3FhHSOEGMUBLoMo+3U4FWPNBAPs6tLqhxjk7VUdh5Svy/IlmImj5EPd3Fcq2vCYGOIlyEc7B7NGs+pkgQaPa9yWqVS+FweqD5CmQFhVZMdONRvQRM2HeqKNCBRzMF2nUtiPfnsHBkCrTNUufzFA67JXKSEKsI0pbmsCsxD3SrQK81WgJdE+Q17MM9y6WMFAsFemAi0MLCQZhf2lSEllQm0Ix4iLbgtWf/TgjqmFCWA12mQIslUC8gzSjQQj3xU27hsPj3uC1BED6bB5qU2HmqFhFKktYNGknhKHigHTF2YYkCrRYR2ppnSAuHY7lavN5cl/39uAEFWrVwWD3QSoxdgBhRbBgXZF6vW4Eep4w49juJ9cGMOG5egablCnSMAGHg9kCLKFDZntrip44RwPP4ubIQ6PEo+3lTBPq64S/hBbgIL9v1dvMxiRjCPj92CymUKRwufzPKFWhZRMgnuqaVsEkiU6A5gbYo0CKCT4oCVgLtfr6p9UKugsQsxq45Au0hzUQBSwqHB/Zzn6RITR9NS6AbQ0uga0J2DTPCai0co8yW4Vag2aAAwBoiL7yxfkDgCQuH6WGzVgr0pz8NXH75Af959Ri7cgVaEGipQNed8ckbIUgiUNJmXcQrmR7guaVaB4GmIKU50GLiIBRom4I5KciWyx15mEWoHmiXAi0bQtj9guIti/Nps/NECDHb4QTaQFQnjRUp0IHdwiFWKCSBLvNAd1O7As0tDr2Q/U6Nc6sLVVM4Ar9cgfaRuOs6xPvjBZexZdxTM+FtcWqTxm3REQCA/WlFBdqkGotmW77v7FLKSGhWRGgqPJVFhA1ZOMTnJVZSjBMXYbvzKPMkO1IqPFLNA+0HxFlnkSPQMIsek0Q2EbRbONKUJ3KhYgpHS6BrRVC+SYsDgWyk4lNe7GVXoDMCvYTB+GDDvggC7tEMKnigPc/R3hgkH6TfVA70857Hvtqq/0qQW7oqKSLMKdCmVXv+8JQe6LotHJxAd4IUgaOiO+WRhlKBtnigywpKsxQOAuLBYeHgKmc34BaOesnjylI44I6rolorb1fbcz7KuQk0O7imighLCbRQoH0gtBBovSGEbVIZpT48kiIM7N5RQTBnOjGGUYDxoAkCnX22NtIrJlOBi0DzlRtPjGkGBZomKSJ0MNeJsTw02yCAvAJddyqNwD3xVgDAYfRu4+9HIh9YWjhMqqoyse5YPNC8eFpN4TA13xGkutuzj0OThBA0JIF2NIfyVVua085TXiRZZuEQ47EfNG3hCEsUaPb5Mw+0ZUdAS6AbQKtA1wRxzTIF2kWguQIdBLyI0KAu8wcEwLoImiwcWXEZydob2xRoQrNl7aZ8fqtE1SJCEW+2MgW6jiNWwIlAh3s5YwTWPFvVwmFM4VAUaJcCUaWIUPXZshSOhmPsLOq59ECTMgKNLAe6JN4MsBBo/nqz3MIhyEqdUAl0qYXDBwISIzbVPVTsqBZRH6GXIHAoW0Lhm+EZ5I1bOMrsPJ7Ly0/40jcf0xzd50REpG3lTSjQHpK609sk7k4OBQA8gN5j/L2wcIhmW2ZSmGYpHFJd1jdKMxU3cKjUouERJ9B1W1lk0aK0cJjHBXns4vlmVaBVj3eJB9pl4RCTdI91yzxA7acypCjgsHCkKW0V6HWElkDXhMwDTaztt1kesZe3cIzMRYTir20KpiTsvpcp0KYbUGvl2kjW6QRGHlOMnWm3KSUgioXDyBU0BdrWtXFi4Oqe7zP/XtnkRqRGmB5cNFUVaMt1JQi0D06azF0NJUnjCnTdBLpqEeEYHXRCsWxvXm4oWDhM17ooInTEeonJTS9M4SFp1MLhbOUtJjc+WPOkxDAuVFSgx2mIjhdnfngTM4xZkxWR9KAW09UF9eFv870yD3SJhYOCK4W8WNQQuyYTYERiic0DzZ1AM2TQDIFOU9yFw9ixpcvGa11M6ma4w8M0QUjizMJhTeFQJtaykZaRQAsFmn1fewqHUKBLUjiqe6BTp8KeV6AdqUipJwuVgfp5aFLFA50qCrTXeqDXGi2Brgn5IkKL71U09PCyGLvBuKiA0ZwCbVZicr6uMg90SQ7oxGHqDrNC6EWEgJlAi3PlsnAI4uHLdtj1E2jpPXRFMHEiID4bo4VD9UA7BlCZAy3Io2nZVysirPtaEDaEKq28w5CvttgelOAtiX2HXUlXoE0nS6qcKTpevH480DkFOnEq0GUd1aI0U6BdFo4EPmY5gVbzkOuCupLmUqADHyXJC1yBFmOagWAKi3wZgR6NPQQkRodEzXigowh34Cj2X4TGz2aU8EY4ff45GxVongPt8kAr1q4qBLrT9cQh1gqZA81rI4yRjRr5r65AOywcAW9M5rLUeczCAdTPQ1MZY+cQBRQu0CrQa4+WQNeEjEDbuweKh1ZegXZbOKSCqQ0eOQ+0g0Cn3HMtSFojCvT+/aveha5AAzYFmhVcigeESVUVD1jWjCSpPyRfHfxFAYwlIaVMgWYpHLRCCocvUzgA8+ccpwQEKUgnZAq0kY1PDkULh2EjaeGAU60XCjRL4fCNCnvRA214PcWf3vUiuVxeJ6oQaEEiJIF2eqCp3K8JEQ1YC2Tf0VlOeKC5TaARBbqMQMvJVIkHmpMmz2HhEPdST1x7tkYqEUGXjOGT1GwlmDTiOE+gDVnQMgd61kWglZWpVSrQuge6dgVavJ70QNuflR5xJwvJ8X+SFg6/KQW6ioWDSAsHS+FoY+zWEi2BrgkFC4fpJuW+LpVAD8bFuk5GrMSyjdnTqs6qPUdhVQK9lWsDKktNBNqoLqekPMZOqPXc+2vb18QgBn8fCHxHRzWewuEsIswp0GYFgnJmygi0/SGYpAQBEiBoxsJRVKAdHmhRROicbGRxXKa4qgKBdirQFB0SN06gyzzQQSAUaINtKxIrKSUKNA1YC+QqHmhOoJtQoNlqWMpf3vzZsE6ETIG2eqD1GDsHge4KD7TlXI2SgNldSDMe6NFihOtxPABOoA1yr1CgXQRatXBYc6BXbOHg41DNE4lCJ0KHAu37igJtW40gSitvl4UjYBYOU02R2FeTFg4RVxuExDpBoJRKC4dHYF7Zbgl0Y2gJdE0oeqANp1pToPsYYNlg4RCFcYBdgc480CyFw7rEJRRosczXRBHhBAm0SOFQf5bbjpJSC4dUoHkRIVDzGCMsHHzwd9kSfI+1dQdKYuyEAm0YQNVOW65IvCRhjVsQhjyNZDVvshwRvxylB9qyKpNZOMr94i7fq06gjYQ9SSRJ63gxxgav8aRRyQOtWji8xOyBlrYtz95UAcCYBuj4ibOgVCrQnKSNhvWPCwn10PUYYTSOQ0Jg8MsmU4Cv+F5Nra4zCwd/bZsHOvXR9SKr6j9p/PhKihHYDWFToCN94mmMscssHCIDuXDPVybQ7KtUoGueSBQUaGe2PXVGc8ocaD6ZcgkobHWYIqHmSXMh8rUpC4errkNVoL1WgV5rtAS6JhQVaHtlse8hs3CMw+JmqgfaUkAhH6ah51SaEj4ISQW6CQK9sLDqXagpHMIDXY1AGwZQ4YFWFOgmCLTnkZIMU7JyBdqUyCIaxXgZebQp0D5J106BdqZwKKTJ8EEzCwe7vwDzknylFA5JoCk6fizVvjqxcg90isgwAZfXse9oqgCWNR94aUagjbNKrkDPstdR49zqQkI9dHx+/1k80CtSHR0xdmL/QoG2keNRwgsuvdQcpzZhfO/7bBwmSK0KdMqvhY6D/KsWDgQBAkTF7bSJPGA+D1kONPu+MQVaEGhnCkfJtcCflUEv4PsyjaGqhSN1FiqrxanNWTg81pLeWERI8x5oy8o226Al0HWjVgJNCHkaIeRGQsjNhJDXW7Z5HiHkOkLITwkhH6/zeJqETqCN3efkwzuVCvQ48QvXuyCFgJKBqXugxesFHn9QhmZfKOVZmh27yjlxNO2BzsXYFbfJUjiaJtDuDFOZwiEUaMPgX0zhcEQa+gSBUKCNBJqrViH3QNc8zgoVVRBoW6zcGB10OiWqo5YmYybQ+RQOo11CUeU6XoJxAwQ6SVZIoD2zhUOuNATEXlAEyG6nrtUPGidI4aPPCbTaUKQuqATa5ntV75uyToTSA22xOAAlBawQCnTMk0/qV6CvvtbDEdiOo7r3WRXopAKBTpLMwgGfjWuFZjHKtU4Ii+qzLEYAUFp5161Ai86HoojQEc3pe+5oTmnh6wgCbXo9ZXz07ZP0RNjEGrNwkPyqmmElJaVQFGgqJ1f5jbSHZa3+xPs3antaEEJ8AO8H8BQA2wH8kBByMaX0OmWbhwF4A4DHUUr3EEIOret4msaKFeggQAimPsRxphCwzVQCbZ595wojBGGIiv2ThAIddO1VyhNHkx5oLcbOmcLRoAeaxcqREvWE5Ao8o+KzFLITFU/hMCrQ0sKheKBNFo7Ukwp0ExYOvRNhuQLtPlfq8qrZA535iPmui0gSJOjA92N0/fXngfZ9ILR4oLPPmX2O1n1Rn69sOFamuK1pZq45BTqmPro+uyhsCjSrHSDW2g9AUQqlLc0eaZhlZpuPaZSE6PgxUtBGCPR4RDGLJSTevF2B1o/dksIhCXQQIECMJNKuZUXFBWDNwBcTT0Gga1egtcmNkUCLOpIyBZoXlJLAR4gxIkNjpHwKh0Kg/fz5Ej0afEdnx0lCxjGK14tpQeGkvEgS4B5okwbaKtCNoU4F+jEAbqaU/pxSOgZwEYDf0rY5F8D7KaV7AIBSel+Nx9MoVEXYWkQoPNA+I0QBYvHj/L4okbYFqSLZPNCBJ0mTUZUTcWqiUrtJBVowpwPASgh0mYVDDNhe6MuCjMYU6MClqhJNgS7uSvVA24pI5ANCibGzKtANWjgKSprLA90piS4TjVSE6uiwcDhzoBWfbcePMU6bsXD4/go90E4CLRRoe0c1ll5gL04S44DIGh41YeGAn1k4LJ9NZjlw2Xl4dBn3/pr81LJZR8dNhkZpwBRojxp955OGKP4L/dSqQIshzBVJmaZUNlIRE2KXAg0w37ipLkCsRMlYudo90NVj7Pj8wJ3CQagUpGxjKKARaKugkWYpHDWLTaKI3HeOaQREaarWeqDXFnWOEEcAuEP5fjv/mYpjARxLCPkuIeRyQsjTajyeRqEq0Nb2zZoHWqih+k1PocTYBZYYO/56fqAs2w8NXkDezUl4xBpVoEX12AGgKoEu5EA7LBx+p9kiQqFAG6PEhDpE3PaaSh5oQaw8OP3Uuge67o6MifZgtpEmpkATtwItiqGcFg721dloRPGFdvy0MQJdauGgKoGm5hQOZSna96i1IZBY2fADe+Sf2JcoIhxHDZBH6qHjOyawpuxfh4XDmciiq7gWdXmcBuj4zANde4dSZN7lMLB7oMWxivvGVhinWjiYAp3fjiYpqEqgiUWBFkV9QhGuWYlPtHhLl4XD88Baa7sm1qBShY+MiY1ajJ21UDmf9GOLPpwU9IZApmez2sqbCSitAr2WqP9pUf76DwPwJABHAriUEHIipXSvuhEh5A8B/CEAPOhBD2r4EA8MeQsHEAn1xFMueE2BtpE51QNt8zGqy1LW6DJKs2I2W1ZoHRAEmhz4QKymcKysiNCwDScQrAobQNoUgXYQAbXTFrfXmAZ/SaCJnTSJa4F4ymTKaOEgOQuH0U83QYjVAGfradXCUZoDjRILB/ta5oEWS8OdIMEoLRbxThqVCHSiKdCGpIBcdKVDgZa2LUXB1Af+TIHmHugmCDR8dEOewmHJgc7iH0usTyR1rkZIBbrEAx1TH6GXIvFTxA2cgzRmynEYUGsjFX0iaIr8U61dNgWaynGPX1sWBVqf6NZt4RD3bqfEA50glNGcbg90pkCbjl2IKuLZbF/Z8NBR6yxGMVAwRU4OugfalrYiV6Ntk+aWQDeGOkeIOwGeEM9wJP+Ziu0ALqaURpTSWwH8DIxQ50ApvYBSehql9LRt27bVdsCTRI5A24iAjLFDzsJRECepwQNtKyL0ibwBCwRayZ3OiiwaVKANy5NVoaZwuIsIK8TYRSL+i5FQoCkLB7ETAbmNMmC7CDRQnsLhKxYOE6kQHmjfb6SRSoEIuAh0p5oCvRILh90D7cMPgI6fYNwwgbb7ltn7YgQ6dVo4xHVsTBPgk2Y1utJo5+Hnr9sjzbQ052ORVKAdBZ7CwlFGmmQnQtO1IBVod2Z2kvJ70KPmOLUJQxT/hb6dQIvViKyIsLgftbhYeqD154iyMgUIBdpAMPnpa06BVsZji98/uxZopRQOeB4CxMZEDzWxqjQqU42xG9bbklGupIiIQYMokFOgbRF8LYFuDHWOkj8E8DBCyDGEkA6A5wO4WNvmv8DUZxBCtoJZOn5e4zE1hrzPykx6M/8lZYqixY+rFhH6Fv9X3gPNf+aqwg5F1NGq32o59u1jX1dBoA/cA23YRimyc+WhTgzivPv2z0+1cGQE2rSER3NV2CYCTZWYpkB0NXRZODiBrrulub4UbfNAj9HhCnTJUm1FC4e8H1wE2ge6QYoxbc7C4fJACxIhCbRJgVY80L7HiHLhgletQQ4CLYYmP/TQxRijugk0TyDqBCl/fUf2r1p8a4s0VD3QxpQK9rXT5efAQgplIa9vSU6aMKSFI3Qo0PzYV1JEaFKg1dhDALyTqfmYAKWIsGYveG711DJZzIoI2apaqQJNiEOBVooIXekuetKPIR5xkpDFsOKZZLhPU9oq0OsJtd0ZlNIYwCsBfBXA9QA+RSn9KSHk/xFCzuabfRXALkLIdQC+CeB1lNJddR1Tk8gr0BYCrTy8AfagBGwKNN+mRIH2Q8/+oBR+Ty+zjDRi4bjvPvn6B3ozHzCBNrXylh3cvOYV6MB+LchoNtGG1tTkQJ1MWbz1uRQOR7FowgdsNnlLak87qqpAxwiYAu2ycHC1XjZMMFk4tOIrd4wdQSdIMabrxMKhdiK0eKALFg7LJF1eV66ulDyFIwgJAmJW7iaKOOYWDncRoSBNTg801TzQjhQOp/8ekFGSjEA3YOFIhIUDDgWaHYfr2NO06IHW7/ksqYl97xNLEWHTCrTSUTMgFgKd88M7Go1QpswCQIjYnHNtKiK0TMyaJtB5BdoUY6oq0GhTONYYtcotlNIvAfiS9rO/UP5PAfwJ/7ehIK/h0LcTASUBAGAzSpMfN+eBDghiU4ydGg5viy5TYqHkMl/NyQsAMgINsCIZf+XKjjomlHmgc90KXSkVfHID1E+gZRyXLYs3TYsWDovXMW/hcHhjPYIgYP83WXWYhSOLRDJw0ImiQKAtBTCFgkujOuTnFWijX5DZETzOGEotHOuJQGsWjsigjBsVaItNzPOonEyZzpVUoH3WOrz2Z24UIUEXncAxgZXL9u425AWi48iB7vRKLBxUTKoplhsg0EkMqUAvIwTiYWGbQu2AkUAjZ+HwkRTOg+zA6ikeaMN5EKq09EDXTaDV1VNL4ox+LaTwQZMU+pHlIl9J7FagfbdNjMU/KmOMoUX8JJGkHjw/q1UwJoioiVwexVjYttT6opZAN4b6R4j7KdRUjDIFOvD5DW9ToEHkrFpG+OgKtDoIiagm/YZX1CipUjSpQAMH3KHBpECbPdBehRi7TPEQBTVN5ED7gUM9EUSHIFOgjQNolgPqWxSIXCMVkehhsnAIBRp2P+QkId6yM4tXEtoSDzQluWJYWxGhh1S5FhxZ7D5BJ0wxogcetVgVKoEGzNdxLsbOpxWKCC3nSi1OdXmg42x88dFAExGuQHdCB4E2pdc4MsFdjVSyyZs7xk5Yg4KAIjZN8CYMYeHodBwKdKop0Jb3p+dAx5plV51wAQ4PtN5IpW4LhzIeM7uSrYjQzxUOG21bitgUkthI/nMKtCseEWwVTHbtNaRaTRIp+ETQpUBTquVAm+95tkFLoOtGS6BrQiULB1+uFjmTvm9+mOQsHBYlRgyEXqBYOGwKtIfMJ1f3Um2aAjt2AJs3s+8P0AetpnCsKMbO6IFuXoFOuQJtbWYh49TKLByAJ0hvWYydD/u1AK5A80mbRywEc4Ioxso5CG1A3KojJ4WylbfFwqFeCzbPtcyBDijGaI5Ay+MyRS0qCnToJUioXyDaMsbOlWebi/+yXwviZ6wteP2TKUagA3RDc90HgNyKmWvZXtgu5L3sTOGookAzq1wjHmie3xyGpHoKR0UPtL6Cla1Mse+ZB7rcwlG3BzqvQFu852oOtGMiqBNoE/nPt/IuUaDVVa66LRyFIkLLqpoY/337qhOAlkA3gJZA14T8LJeUeKCFAm0n0HLZxqZAp0plcSBUR4sH2keWFVq3hWPPHvaGjjySfe8g0DfeCLznPebfmVI4qhURGpYo1apvy6RlklDjo3yfWHOgU3j5JUPDZ6N2opLqiYachUMo0KY8VEoUCwddNx7oBEF+5caVAy1Jk6lwjGgKtPmghMrZDVkb8bpPhK5AF94epXJlQSjQpu1kmgC/jlN47nxxR6Sh+LMgAAKS1v7MTcfsBYUC7V62VwpKTUphyq5jcT5tOckAEJYQaKECMgW6fgKdcOIbdhwEmr+dShaOnAda20aZWAPlBDqLlat5Ys2XovzQcyrQWSG2S4FGJjaRxKxA54oIHQRaW7mpOwe6MBE0EWiFC3ie5Z5oFejG0BLommBcJrKmcHAF2hN+1fxmVCmMCAIzGc9ZOEKLKicVHTSnQAv7xlE80dBBoB/7WOD/+//sDwigAoEG71BXJYUjIFmXqRrHGDVWztoEQPWqSg+c+eEmOlHZBlB1qdalQMepj8Bjx+GT1NxufoIodCJ0qOcrJdC2IkKfpCw7HJZW10nCCTvQEQS6Zl9TkgBePIb/iX+X3+cPPJUTI5VAF4YPeR0rRYSOlQ2XB1pOKrkCXTdpEsvh3U65B1rEMZa2dXcQjyzbuFyBFvdgDN/sr5kgZBGhg0AXLByuIkKHB7po4TBnh4v9N2XhUBsCBX5qVqC1FA7AoUCLIkISG9Vz9VlptXDI+EfIXP54VC8RTWl+IlgqoNjqHloC3RhaAl0TjAq0LQda80AX7geuTAKAH5pD5FXLSLbEVbRwiEEhU6BX9TbLIQh0BQVapN2VEejVNlLJFGivEQtHjtDamgAon43rmFhhXOaBNg2gmcKiXAtlCrS3PhTo/OqAmTRRCtlRTdogrEWEwqJiaTrDJzfMA80tHDXfFGkKeHt2wbv2avb9nn2FDSoRaK0Y1vYwFbYt52RKUaBtyuQkIZbDpQfa4Yd3xj8iU+6c14JQoEtaeaeqhQOBsTPgJCGU47C7AgtHmQIdBOhhiMEw/xlmOdA84cXWIp6fPllEWHMxpSC0UoE2TVzU1YiKHuiApBYLB/uai5jVTyql8r4Ju3wVr24CDX0iaNiGkqKAYiPQcummJdB1wZrCQQj5CQDT9JuABWicVNtRbQCovq5Q5FbGg/xGugLNbxxjjF2JAi090L7SZdDVylUUmtRdRHjvvexrBQVaII6zwVtgRUWEnkKgTdskeZIGNKlAE6tvrWBLKPNAqwQzzNIjqls4shg/j8DaCnpSqJLCId6zz0mTjUADmofduNwJ+TC1derLCDvQCYExuqDRAkh/pe+uOtIU8GmUdR7dtwgcsVk5qEQj0JbiYlMRoSvGzhVpqBQRBp453mySkATalQkujj1we6BlCkclBZp9tdkzEn4PylqFKCoORhOEtHB0PUQmCw5QMcYuT6C3YDfu2p9/j3LcUy0cpkllCnhIEPJc7brj/KQCHbKC+gghv0mU41f88K5oTrVeKPRiI/nPi1v2FUFZfMvH0GjYQAoHgfM6ppTmuhLbst8BZA/LupWR+zFcMXZPb+woNiDUm1QqW/FCfqPEnAPtKiL0LQqmOukMLB25MrUNWQ503dX2u3axr4cdxr5WINCrsnBU6kSYLX03q0Cz5ejE4oGWVeYuAk21HGhTpKGawlGxiND3GlAddQuHi9D69sSS7FpQfa9mb6yM/COpeTKlqHIi8i8dxzU27OUEJU0yAq13OOPFxUBFBZovRbtj7Kop0MzCYcninSBEQlBGCm0EmudAi8mUJS0hKCEeokbESdjBFWifZrUK4zEwO7vCd1cdaQpm4eh61RVo07gnCDQfQA7BLvxkX/7xrlolAGHhMFscPGRWsiip1wsu63cCwooIxfNNI9CVFWhp4UiwbLRwZPeNTLVKtXQoZfVDKtAGy8gkwfz3Sen4Lz3QVVM40rQYdddiIrASaErpL5o8kI2GLAfaQ6cDs7dSJg6wb+0KtJcp0CFhGZhRnMvAVO8Z24NSEkefmYQDxOal00lCLIHOzbGvqyTQagqHcTsQ+Oo2xpgmRYEO6o+xUxsYiNejcZLPMOWKR8en7gE0VYsIzQOoSqDl4G9SoKEq0JauVhNEUYEuI9CW9yevdaIs2xteT5lssCJJw+spTRwgUipGptLMyYBS7mNMY0mgRUFddlCZAh0EdgKtpnC4lnOll7NTTYG2daibJASB7naFhcNwn+asT5b3h6IH2tg8iZ+7MgKdiIZHYtVwFd1TqyBToP0VNFKxqcaZansIdmGXRqALRYSeQ4HmHfEIGphM8bfsBR7zQAuBQVX+lTQZ10Qwl1hl6WooV4d9gjDgineyrO2IP5sVD3Q0qplA82N3K9D58b+SB1r87AD6L7Rwo/TOIIScQQj5ISFkkRAyJoQkhJD9TRzcNCPzJHvodKiZQOsKtK3aHsqgYKkIzt0zliWuQivXhvJeAQAzM+zrARJoNYVDtmY2bqcXEdpJmudnOdBNKtCAQT1RHhCuCQITEjIPdKkCXWbhUPx0da/0FRRog9cxZ+GwJC/oEZGATXXMHjZWC4faBU0Ub9bodZTXsUKgC/myBQ80+7Fux5UTwVCJsXOsbIjJlMnWGyvnPfBSozI5SYhz3BEFYdQrXAu5glJb7QAgG164/fDsqzMBhvtefZ9mtQp1e6AFge751gJWMbF1eaAZscosHFuxE0vDAEOlL4s6DgF2BTpR6iwCL0VUc5yfeh2HPjV/zonSjMqRipFToL3EeOzq+CFbqDssdVKEMBD2SUIUsJYr0BU90GXLmS1WjSqj5PsAvADATQD6AP4AwPvrPKiNgJyFw6ZASwJdxQPN/u8rKpm2KwBMoZUWDr0TlVCg+b4CYm51OlGIA+tzU+kELByCgJl2pRdiOD3QoZctB9Y4vqjKv3XwT7JGKoQwD6JRlVN8vTaPcE6569hJE7Nw8H0Rc6b0JFEgAqY885wHuszCUZ7CIfzi1iJCdbIhCHSNDRPksacxumDLxuNlM+klhLL72Wbh0LycNjVKEgFeQGe8FnJFhPW3sc4UaP59yUSw3AOdrsgDbUycUUiTrWHVpJFSbuHoOxRofeJpGR8JqFQYDgGzzgkHHZBfCQPcCrRP2IuEtli5CSJRxuPARqClHx4lHmhP8UBbiiQVu6Nsoa6rB4q41ZgCLTzXjk6EVB3/hW2rLMYOaAl0Tah0Z1BKbwbgU0oTSum/AHhavYc1/VBnuZ0OQYSOzAMWoAnLvBU3jF2B9kAE6bUp0JSRLkLsS1y6As1a9jZMoCt0IqxKoE27Esv2WVKHW4FuOoVDZHQLP3q2UebxA2BshADoHmhYIg3Z74nvuRVo1cLhNWfhENe7afCvYuFQJ4JOO496rgg1TqZyCrSjQcOkkBHoCB2wGeBoyTKx5uQ/DCwEWrmurGqUEmPX6bGTZZp4iom07zfkh+fnPbcaoX/O6n0qJlMWD3Rp7YBI4ZAKtOHRJ857gwRaWjh6AWKEoNGBKdB6DrSTQItW3jYPdJqRtMBvQoFmX5mFgxrPe1YAn9nubDnJ0u7opUb/tvossSrQynjcmAdat3BYUpiyHGjLpDLn53Sw8RarhquIUGCZENIBcBUh5F0A7kZF4n1/Bnu4eVKBBlgVr1rPLYv6ArcCTdUiQstDXg6g8LPWozbPpCwiWZ8WDtO9ro4JQrUyKtCKAuERc/Zv0wq0/JxDAi+xK9BC/QKYvcbuddQ90MP8NiuxcDTYiVCQMqcCrRJomwLN7y3WGj3/d7ntUsUD7VGkhlztRPHDe+LeqtHCIa/jJFOgR4OigsSInCAxJUWEaoyd1cJBnBaOQgpHzfnwRgIdx9nNjXytgrWDJ/jSt0I8jB5okwKtF1YlWaMp6YGuW4Hm43bYZ4/ieJwi1Lfhb8dlP8kRaEKwFTsBADt3KtvoOdA2BZrmLRx1d2SUq04hm+gZi+QNq2pGBRrZam3oJ4gMaSt5Au1WoD3VA63Hwk4YzMLhJtAUKKZwtBaONUMVIvy7fLtXAlgCcBSAZ9V5UBsB6g0v2seOhxa1rVSBVmbVohnCWF/WzhIHrCkcMnGAv14TLXsnbeFAis7H/sW6K/VceRZbQq4FchMEWvEeyqJFW5MbQaBJYq62VwvjLAoETQwPGyuB5q/n0dobqQglzffZ5Mbpb/YcBFrEAnrESZpUImC9FiKFpDXggVYV6IxAm/2evlI4DDgsHJ7bDykUaKcHWk3hsLVTniCsBFpBfuXG7oFOeRyjczWCnysZY4fATZoCS8fQCSNNCbdwsIuvYBOgWbdRtwJNco1UjAp0gUBb7gmlXXRoy2WeIOREkMfYuew8vp/V+FgV6IoWDs9TLBzWlRulkUrNHmhm4UjdCjQlsvi8tBMhIe6CoRarRhUC/UxK6ZBSup9S+hZK6Z+gjbgrhdolrCMUU+1BKZePyzzQqjIp1GXdAy0VaFhJU/Z6fF8krb3jGJKE3ci9Hvt+tSkcP74SnY98wLorVYG2TRAaV6CVzodeYJ7cqAM2YFegc0WEFgUi11RHXAuG95dQX7FwoDELh+chK3pzeqDNzTMyAm2/Z8Tr5T3Qhm0MXRvrzHtVFWhh4RgvF0lvFQVaTgQ9u91FJYVhjytpRiWefRUe6Nq7UvLr3+WBVtMS/MBzdKXULBxVPNCmfcWx4rNtyMLBV5TkZ6OrnHxcICTzxlprI5QiQhOBVpsUAfa6B+aB5s8SPzUTzAlCXQXyffN5V+tI3CkcSmKVRxGlxUX2zMoC3qMhLNgrc8W3vYYINC23IqldiZ0KtFTJWgtHnahCoP+34WcvmfBxbDiIXFpm4ShToNnvrQq0Gs3Db2Y9O1YoGYA9rkolcoC9U9NEIfI8XZV/hj/RIdMLCM2Ih0WBFquyvkeNBTDrQoG2eKDzCrRleVW8P1sRoWrhEOqJiTRxZRJg56puAi1IGSFAKB7Mugc6l8LhsnDkC/9KPdCW96feg017oKUCPaSFjXIE2vIMzKlyDguH9HKKIkLDtaB6oFk75ZpTOPjYJFbnTKQpZ1EJeH66LYWjJL1A/CxnH7Iq0IQ3rAqMnuRJIk0ZaRLnobA6IIic2uK5zMJR5oEuUaDVQuVQxMrVOEBKD3TolyYL+QFxK9A5C0daauEQbcFtRd25IsLaLRx+uQeaepkCbZs0qwTapTC0WDVcnQhfAOCFAI4hhFys/GoTgN11H9i0I1X8xh3+YNYJX0ERFgkbLgW6y+74eKATaKVDEVepC/eVfOAKAp1gWLcCHceMAbgq/zQ4LRyBlxEPw66oanchqVVhAZgCLRThRnKgAwIvtSvQqoUjIOYmN6myvGolmCYPtFGB9nIKdO0pHCnh1f0+ukGC0bi7Cg80e4C4BJZCDrQoWvSy92kk0GvtgdYtHDYCnbNwiHM1LmzErqsoUzlNHmhVgbYQq0lCLd70SIqEukmTLJ6OaSGjW5AmQY4jR/tmpwKdJEgR5pt1jOJKhUIHipQytVdObnQLh5gAkRQ+91uVNlIJgqxAVRkjzQTaRDCVdtgezdJBFH/6JCEnzR0fvh9VH9PKcqD91NhxUrdwAIwc5z5nZUWwMQUaWkdNmwJdpROhrkC3Fo5a4BobvgdWMLgVwN8oP18AcE2dB7URkLNw9Kop0KYbh1Jk7bcBBH32lDAp0KUWDmXJF2BFJI1YOPwSpoP8e3YS6PHQrUCrFg4vRRwXB9B1oUAbPNBi+RgAb2ZhVqADoUBbFAj12nMr0L70QDMLR90xdtng3w0SjNB1KtBBSEDhFZrOqB7o6gRaOVcGAu0FHoJO/Qq0tCUkbgU6RlBZgZYNxxwt4leiQPsNTKYSkQgkMqyTogc6+2xILn2oSKDZPiSBdlhUygi06D4nX2+c1Eqgk1Qj/zpJk/GWKrGyFf5lFg4CXkQXZWdrZR7oTIGu28Ih7Xm+hyAw55lnBfCKB9pU96A8K5kCbbBwiNVMD7mJS187KNk6nD9za44El8detROtM4WjVaAbgXWUpJT+glJ6CaX0TAA3AJjn/7ZTSttPowRqE4AOL94Za+pCrgsazA9KtYEIoBQ0aAp0ohJoS9FDGovUD74vUn/DhAKBtgzEg0H2f2cKRxmBVpbwAkuGqWwdG3rKYFzhvRwgVPXEsy0/6ikcVgKtKBBBRjBz20i1nsALfdZNzFpEKNQMihT1TqaS1JPXaC9MMETP6nt1tew1ZjfbSIUSx+Wq7vcDglBMPBuwcPjJOLuOtYm1IE3C0iVbKlsaqXiespxrsXB4HslcVJHbA80sHHUXESpL8pYmMNnn7Nl9r5RmOddSgTZbHAB3Aky2bN/MagTArlHfV8i/PqbJTpIrsHDwCyb009w1Y1KgjQotJUqEYmrNp54UkoSyCNbAzzzQBQU6W3XLFOjivtSeCaFP3Y1UchOXwkEVFeiaWQ+zIpWspFAiI21X5IFuFehaUMqeCCHPBfADAM8F8DwA3yeEPKfuA5t25DzQIn9VU5qqKNBqQa26rd7sQS38yCwc2utF2QMJEBFFDVk4SmbCKoF2FhEOByUEOisi8T3zEp5sHeuThosIPZkDbepEKPyXAC8itCjQ8loQ14ueyKIQD9Gy3UQw1S6YHmnAwkEhCXs3SEsVaFvTGalAKzneZgKNUiVNvl5AGlGgMwvHBDzQWlqV7WEqi6EcCq0YB6QCXXNSqRQPePOMMt+r/GxsCm2OeBju+TQvUtg80LKRirwWaibQKbMcZAS6ggJtq40QFg6+YeC5CXTgV/FAW3KSJwjRjRGeZ19VU5tRWRqFAXkFmmVKh4UAERHXSdTzrolbNE6QitWIHk9IqdkDnUKbTBkINEX22Xi25kJtEWFjqLI69SYAp1NK7wMAQsg2AF8H8Jk6D2zakSpLwzLGbmQm0ELtMF3raqKCuk3BwiGqsAHrsr1adAQIC0e9SlNVBXp5Of8nOuR5GA0Q2gi0UKNEBbmFQMvz0PGbUaBVAs0HtoKFQ0/hsCjQuSpsRaFVb+Tcg9JBoGMECPzMT1x7CoeiCHdDbuFwKtDmycaBFBFaCbRK5ESHs0YI9Nju5dcJtCXGTtpBch5oW4ydm0DnOhFaiNUkIc570GHqalkRofxsdB4g7puSCUKu4NJLkaQOBTpQbHA1d59LqG7h0A98dQp07llyAB7oTthACkcKVgDv+9a6DjWRJbD0OQC4hU+xcIi/DZQBMk0pCFIQ4mUWDo0cZ03HCLxOYF3FmyREJ1rndawJKKUe6NbCUSuqjJKeIM8cuyr+3f0aeQ+0sHDkb9I4yhMhlwKtRtcAJgVaWa62PXC1RiqBJUh/ohAEuuRGLiPQ0soyWnYSD12BMHr8xGDckAda9XLKGDtdPRHHXkKgc8kSgjw6LA4AOIHWd5TmPNDM91rzsn3qyVzmXphWt3DYWtKvwMJhU9LyxUlC5WyAQMcRujPs4PVxISsiZN9aOxEqpFDGrjl8vW4F2sv2ZVnanyTiChaOHGmyWTjUVuUO5U7cS57HJ9amcyVj7BTC3oSFQ/Vv6yqneH9qOoNtYq0TaC9xWzh8alxpSLT7ZoxOrQRMKtC+j0AkC1kmU36grhqWpHDY7hvF7mibuMjmVz7bKERUOwcV4788JoO4RVUP9EoU6NbCUQuqKNBfJoR8FcAn+PfnAPhSfYe0MZAlL3jo9jmB1lM49Bg7w7UuPZP6/TDSHjbKoGArQtBbebOGCTXPheI4T6BXq0C7LBz8YSNm6PJBqSUv5HKgG1Sg/cADpXYFOmfhsLRTzhWRiKr8UdHOA0CSdUagtc9ZiWkCeBFhzR5oRhbYwXVDi4VDtRLYPNDKdewi0KxDHScCgUWBjrNrQSpbNS7VqhaOzlwHWHYo0MIDnUsdIMV9eUAYErNXVSrQxE2gk2wM8v367TzqebdGl6mfsy15QbFw+D5AYG49LcdRH9YMchonsl10YEvFmDBSStxpMvL9KY1iyiwckkDnLRzqagtgLxYVvmyAkdBBUwq0F1o90Kr44ywcVgUUpXZAtCFgr6cQaIsCrU7SEQQIMEKtiYZ89dQvmQgaFejWwrFmqDJKUgD/BOAk/u+CWo9ogyCnQPfZgG6NsRMKtGGZUn1IAg4FmmYeaNs9oyYOAPaYt4lCrJ8RwrPSVm/h8JGAILUS6KyIkBo7jiXK5KbZGDvP3khlBSkcJgtHbhut2t6pQPtZdXta88JS3sKRmi0caoydpeDSZOE4UAV6zXKg4zG6c+xJWSDQthg7vSi40BDCoKrKNIFqCi2b62bd7+pCjkD7liJCZeyzraqpFhWAq67G95ftSxJovQumUB1VBbrGa4EdF8mry7ZxQdzzJDG3304JCGhOrLAq0IEg0ObPWV3NDANaexGhqkBboyu1ZitAZjuSEBY+cS1wC0dBXU4hV8Ikgda3UYqL4ftcga5RYDDVKlg90Oz/UoE2WTj0QpmWQNeCKk/Mp1BK/5NS+if832cBnFX3gU071MFKWjj0Wa5SwASYFehsGRP5bVytvCs0XgCaaZggLRzihS038uJi9n9nCsdoAAKgg7GRQKs50NJbWRiM+eE0rEB7QfZ6hdbTsoCJExlittfkG6mYI/EKCrQpU1qzCTQSXaY8mHud1SvQVQi0X6ZAK3YeV77spJArIpxnsRijMSlspK4O2Ii9TjDLWhJ7HuAhwTgufs6qAh349Vs48gp0SXSZSqANCnQuuowkFgVaLZK0dMGUqiOytue1K9BsAmHtoqgUEQJg3QNN7akNFo6g1MJhV6AzD3T9RYSZAq0UETraultFVVkDw761WzjA8+grKNAeAEIQIK43xk5OBKnTwpFSTwkUAFJLmkw2eLQWjjrhaqTyRwBeAeCXCCHXKL+aB/Ddug9s2mFM4dCUpsKSmqGRim7hsCnQqm/N5pbQPdC2GKOJQr+ZLTfy7t35P9EhUzgGTKruYoTxqAt1SbvogU7dBSlhQ0WEymSKUrOvN1MK3Q9Kqi7hlcW8rcTC0YQCjSweq1vFAz1JBTqgGDo80H6gdG1sSIH2D+5ZV1KMCrSDQEsF2sAWRJ4twCaexiLCnAKNRhVo6XvVPxvFdiFgUqDVBkQrUqALSQ/C90oyAl179zmiui6stRG+kixUauHwPIAQhF6Sf5YoE3nAvtKQ0DwJrd0DLQogAWt31Vzdis0NKCZTGnc0K9BcbArNCrS+OhwiMo4xE4MyEcwItEWB9vLP8TTSnOwmAt0q0LXA5YH+OIAvA/grAK9Xfr5AKd1t/pMWArkUDmHh0G/SCgp0lsKB/DZGBVp74Go3fG5ZCsziULuFQ8TYAU4FuoxAyyLCISPQHYwxGiTIXcKGIkKThUM+mNcghYOP244UDv4ZWQo880WEFgItJhv8KRgQA6lIEiS86xrAUhwoPFCarf5NGkmaPZi7HcoV6KHx2D3PXkRoJNBGVS5bjZBL0YUHs0LkEovKOUGoBJr0e+hiVFSgk4Q1UilRoNUUDqsCreRAA0BIYiPBjJWYN0mgtdqBSSIWCUSuFA7xOXvZNWlO4QjyBNqk3KkTs1IFmjSnQGsFgnYPNPvWt3ZXVRqpAMx2UGrhME+U1FqFUCrQ5R1kDxRJQpgCDXYdm1cNlYmuwy+eu9a5Al0g0OrEumtedVJfD+BjaCMWDuKMY0wpkZKR6CicJjRPoNP8dQCgVaBrgpVAU0r3AdgH4AXNHc7Ggeo37ohqe+1BmWiE1qVAF2oCtOpw1QNty8ZV0yAAUUS4PhToXbvyf6JDzYEGuIVjMYKRQMsiQrOFI6dmSJUzRV3hMqpXVR6DNYWDEwtitteoVeZVFejQFGOn2QTEV3XsnTRyRYTCwpEs5bZZkQKtPkxLCi6tBJrfa37HR8BXY5oi0Oh2GYHWG5vwzyYQt03HTOZyHuiOmUCLwjjpEbYQaDUnOfAVNVt0X5kw5Hl3KNDqBMFNoDvZ+/MTjNPiY01N4bBlDauqY1MKNCvYU3hOqQJNkRga4eQsHAAQBOyzVgl0QYHm50GbNbMcaPb/MAT3QOfv00kiFRYOIIuxs3YiJOUKdEn9nKpA21I4chYOsPumUEcySfCJoO/TTDm3pXBoCrQeY4okaYsIG0LN8uP9F/LhFvqKAq0TWvZVt3AYPdDCGyvIcWE5l8j8Y0KY17EgRkkPNH9Y+tTYqW+iqOiBLlOgJbEasoG8gzHGy8W1uVw3P9/mgVYKUkTTmSZIk+d4UOpKk2fuEllFgaY0P8AGJC4SzIKFg+SOtQ6ox97rUGbhqOCBLjwApTKpNlIxnav8UrSriNDzibWD5ySREegRI9BkjNHYZq/hkynp/9XueX6Yok23U8X1SxToJCNVNh/qJJGzcKiEXT12xcJh5QHaPW9VoGl2XQW2IsIx27kXeA1aODz3uCCUSX4dd/wEkaV7oLRwAIxAlynQtgY2CknrhNzCUbMHWh3TzHYeQwqH1cLBr3VbRB1FQYG2xtgJBRr1K9BCPSeEjdnG6xgEhOQFN3GsEvozF2gJdE1oCXRNyHmgbSkcWowdCXx4SMwe6BILh1qgBQjfq0WBlgQ6rd3rKGPsgFUp0JJAD1i1YQfjYgtkEWNXYuHI+SGFylln9q+yFC2eb4UiQpnCka0OWAt8dAVaV2gVhR0QRYT5fenKpKpA1wXVWyktHDqhVQm05bPJFWX6+b/LbQfVwgFnDjSLsau/iFBOiOMI6HTQIRHG+oNZy+jOLByWz9lh4cgmi+x7qwJN2QScEFgV4UlCrr51fASWpAdJmhSPcIHEyJxr7vH2zQRaVbNtE+tMgc7aNzehQKvvz9ooRsTK+SnGNDTvp0SBTrRxwarEqxNPmzVogsgp0DY/vPKsrKpAWy0caoydhUAXE6uKY+hEkSRIVCuSnxonSjYFOoc0NRCG1sJRB1oCXRNyHmhRRKgp0GKwFA9u+D4CxGYPtF5EqCvQyqwaMCcvmDxwjRQRVvBA79oFzMyw/7tSOIQCzYoILTYIhUCbI5GywxEKdMGTPEGoS+0uBVpVT3xCLR5opQrbRjD1RiokKSjQKllQt63VCw7VwkErtPK2WDiU9+d5gGezu1SxcCivl3XwbECBjhQFOvILG6mrA6GljXWuiLBDEKEDqslyWZKFokAbzlWcepkFLLAUJE4Q6uqbLYJPbOMkmIUYOzPxUBXo0tzpJi0c/NgzUmgZ0xQFeoxOUT3XFWjfZ/e9oROhXPG0EGjR3AVQPNB1Xgtq/U5osXBI8q96oIsTz9z4b4k+zCnQlhg7OT7K68rczXVSoIn+epaVlJwCzX9mSHRqLRzNoCXQNSFn4eA2wqKFQwxowrQbwNcU6CzGTis0LBSOZQkHAJvRFxVorYgwaKCIcAUpHIcemv2JaTdA3gM9GmobyRg7/nI2pUlRo7xQWDiaJdAFwq6lJdgsHKYq7MQWY5cj0Pl9iRUMoXI2Z+Fg/+91KcboFpYfc4TWkkyQa3IA8wRBfz3p5XRcC5mF44DeXiXIiaCwcHgRRnqsnGavsUW45WLsOublXL1wOCQxxobipCT1EMgaCjOJmSTEZxp0Wfc5s4UjSxUqLxxj34Z+gsjhgSbEbl3IriuvETsPpeCNW9SJtX7gWSMVAOhYWtIzAq14mSt6oI0WN+plKzcNKNBJQmSsnB8QxM6VFMeqU1ULRwUFWq2zACyF2BOEuG+9HIEuXseUquO/ZfXUVETYEuha0BLomqCqveJG1vNXJVkIs4s90LzLWYxd9jABTAo0KSjQiX5factSTIkJZMJFLVAtHCUKtItAyzFheRnodnkOdJkCbXlANGzhUPNsZTcxy/Kj2iXSbOHI1Kjs2C0KrTgPhuXHQhOfui0clOaIQLfDvuqrCHqcGlA8V6o9CuAdJy2ZqZ6upNkezL6j290EUVCgvahUgZbH5YqxE4WGep6tZtvqkNhY3R+nnlwdsLVTniRiRYEOhL2m0L6ZfS1ToNWJp23pmxXZJYxACwVaV3FVBboBC8dKPN7iWugEidGTrI//RgKtx1v6bPwv7AvZxLPTQf0xdhRSgbb5etVjt0ZX6pMpsXLjWK2VCnSsi00ZYQcYoa1Tgc6KFvl1bFtJUVYjbH0AjAp0a+GoBS2BrgnihicBKwwLENkV6EDcEX5BgS4sx1sU6IIH2kCa9CW8gPvqar23VAtHiQK9bVv2J6bdeB6AwQA46CBrI5XcAGPrRJiylr+EQCkirF+BVklhqs9uxOAvPdAwE2g1hUM0ZdEfNnpyi8HiIBVorYiwtmtBSxPodtnX0VAjfKqFw2J3SbX7hhFoy7mSRYRuBdr3gaDHrtM6xRq9iLBDYoxLMrplh9LIPNkQFg7TNhkpZN+HntnCkaQEgZcRyBR+wQ4yScjz3vHtFg6FQAsRwu4RZt+GPkVEzQp0lpNfIcZOEOgGViNyCrR+yvUiwiC1EOiMOAJgBBoWAs0FGzkW6atAuYknjNagSSKvQJsFDXUltjwHOv+sjIb6+FiMsbN2IhST2LoVaO31WJqM5nXnjWJEjY9nqYEprPoCrQJdE1oCXRPShDKSxrOoOhgXioUyBdrhgZZV9HITAIYHpUGBLi8ibIhAqwq04cXiGNi7t6ICzQl0F6NCLGBxALV4oJWiFRIGIEgLNohJQlWEpQKtjWc0SZHyHFCgrIgwb/0pEMwCgTZYODQSKi0cup9uUhCfjUjh6LIfDwcVFGiHBxpwEOgCEajmgW6ENEU8xs6PMIqDwka5hJSQFxdbLByqeq4rpmpiCcA79ZkUaOrnPNAAkIxqtHAoY5/VwqGuDlhUR5qkzAahKtCGpW/V4mb1/orkhdBrhECvhBSKIkITgZYZ+Z7y2fs+QhLliwj1FcgeI2jJPqUNLCdpwtolJmZ60fokoSrCwq5kq+vI5UDr1wIvjJarLcI6OdQVaIOFw6JAyyhQyxgzKaiF5oBIW9Gu4yTJWRRlDrTBDtjmQDeDlkDXhDShjKTxC7hDIowj3cKRV4SZAh3nPdDa0k4u91a5KdS2xQBY4L7mESsUkTQxOdVTOAwvJtp4H3QQ+1qqQG/ezCYk+sNNzwG1WDiSJBtAhe+81hg7kwdaU6CFwiNIsZVAw1OKSCxFdkp6AcBa+uqDv1jWlOOsKEipayKhdYzrcgI90rtzVlKgDRYOm1qveKBNyl2uXXSTRYRpBMzMoOvFGOmEViPQYmJdJNDZsduK3opEIDEr0DRToAOhbNVJoGOVEBGLhUP5bBykSWwDiJbtBgVaIU22IkL1XNmKyyYJdQJUqkALYiUItHKuJIHWLByB9iyRryfG/1l2Eya79mYbyTFUWBzYj+tsKJOokxsRXWlrGpTzQOf3IwrxhNg002fvYbBkX62VE09dgdYbqVjum0lBr+swWpFEyhQf/z3L+N8WETaHlkDXhDSluVghFlelq4Dsa55AJ0YFWnrgxICGMMc+jCkcevKCHs3TxOS0ggItBq9+n3013etyN8MhsGkTKyIsVaBh7UQoFGhJoNdYgc62UQi04fZUi0jyTWDUfUG+HuC2cIjxVbxubUpTwcLBflwg0JU80HkF2ic2DzQpXYrOqbjCwtGEAo0UmJlhqQo6gU7ynQgFGSqoy4qFw5o4oKi4gLBwmDzQWetwG4mZJNSJUtixpXAYCLT2/sT1mhEP7nUv3PMZSQsCi7VLbaRiKUCbJNQus2W+Xl8n0Kp4Ivaj/qnBwpFoHmh/lg24ZgLNX6/LdlpIPJog1C661jFN8adbO+2KQjx+Ivpd9jfLi7rdBQULh+5QKRDahhTozMKROhRozS9uSuFoiwgbQUugawJrr5nKkdFIoMVDRPFAF1SDKP+AkMtS6DAyKfZFveoeaK1wrNZ7q0KMnfiRINA2C4fnIUegdU+5GPyJbDpjSeFIlcnGGinQ+nuUA7Ys8LQr0CsuIvSSgkKrFxGK1y2E8k8K0sLBvu312NehlqRSycKhNQcJPHNDoFz8F79vbN5K38+yf+ssFtIJdDeIMUrCwkYJfATix4ZxIbcvxQNdUKC1FB9bPFZCvZwHGqh32T7J5q8IAksTGFORnSWaU3q8g9SoZuc90BYLh7Ky0QSBrmThkEWS7NtOUGxsIru0qgw6CBBCt3Cwr5kCzW7CZPe+3EGpinfIJ2aNKdDCwuEomM0KsS0EWlOglxeLdkfxetKqUxC3tHohLzVanyaFQsMjkbaiVviL55tQoNsc6DVHS6BrQpqgqEBrN2CiEVpJ5pQZZUas8tE8Y3TyCrRWROiTtJAjrC6D8ZcD0ACBLomxE4O8IFU2C4fvU8a4pIWjWHxFQeQA6krhUBVoD2l93l+YB3/99QpLhn6FRiplOckuBTrOyIT6tTYCLZei3Qp0lWXtYppAak8skUSAfdWJQC7SkO+vkSJCpEC/j66fYKR7drUiQruFIzt2WWRnLSLMCLSp1XVMs9UBW7OmSSJWJi5lTWBcFg5ddZQKtCGlIlOg3Yp30wq07yoi1BXo0KVAax5onUBrgo0/xxVolUBrK0VN5GEzRVhcp5Yiwlgb01DsrqqTUCHIDJaLKzeFIkLbyo1aqFxj5GumeLPvQ1NcoRbTKovIq6RwtAp0LWgJdE2QCjQfGWe9ARbGndw2YgatL9WqS6fZ0o5bgWbh99nfBSQtKtBiX2GeQNc6Oa0QY1eFQKuTamzaxIoIrUH6mYXDFFfFPNCaAt10IxWdFGqDv+9RxIY0gZzCbi0iNHmgtcmbRYGujTRJIsAJNP+sbRYOV9OZAoH2UtYQSMtjzHUiLCHQvs8idANEzRFobuEY6dX2Bg90aDgu9VzJxIGSjmodkwItFG+tODUe2a+Fm24CvvzlkjfrgFRDOYGOERQOXp3c2Ai0XhgdWroaqgp0t2NuT62Oj9bOhxOEmtdutXBo0ZwuBTqXwhGGCOnYWEQobQKbGcOMdi8oG5mj4JpSoANbmoxmRfJJ4lCg2c+lAq15oGVmNhQFWk/IMniSm7FwOCaCcoWVfStTOAyrFm0RYTMoPqFbTAS6B3pLsIA9w35uG9mJUHwKmzczMjeMAN5iO43zg0LOA60R6NwKnpcWPdAa8RCtTgtxcJNEhRi7qgq0VFjm53mqSVGBNnqgC2oUZGxSRqDrVKBNRYSWpXZprzF7oFmLZ0F0eARfSQoHUx3dBNqWvzoxaESgtxoPtG7hUFu2iz/iaQKyiNBicVAVb4ArWzU+awoEOkythFY8TDMLR55op1TEMdotBwWLg2eu7o8RKB5oswqo4thj2dcDzZDPWWe6Hvv8tIvB2EhFJ026dzSgiAy5xQnNOi32uhS70AeSXflt5GSD2GPzJgj1nrcVxrFrIVAUaBeBVj6Mfh9BOjI25RKvNb+VDbgL9w1wqLKR0QNd4zMi5W3kAWVMs3VXdSQL6YkzVgXa4IHWI+qKka+G+3SCsFo4XAq0Kwe6jbFrBK0CXRN0C8eWzgJ2j2Zz2+gDGg45hD0oB9lTMNW9sT4bKHULh5rdybajxRm6FpvX67B96z7UiUIvaFiNAi3eH1egh3oDiiRhUXBq6Ic1hUNXoOv0QLOvrkYq+lI7y4G2Fcbx/dlSOPi+RVOyjoE0WWPsavRAq3m23Vl2PMNBsUIeWKGFwzN43TXCLgmmxSOcI9A1qo6SNHELR8dSLJTAl6QXYWi1cMg0AVuRXeHBbFCgOYEOfK4CSh9q/R5oER9oJNAVFGi9Y5y1YY5CmnpdYIheYWUqi7Hzs+ulAQU6d61buuvJInLD+zMWEfb7CONhXoFW7i0A2LSZfb9/h3LedQ+0IJgNp3AUuo9qFg5jypR2rXudAF0Msbycfz3VwuF5gIekPMbO56tcNaGgeJu8/AUPtCOFoyXQjaAl0DVBt3Bs6Sxh93gut02BQG/ZwsicQqD1GwtQKrGdCjQtVhZrg4KoUq6VQOsxdhUUaFsKh1SgN29GHwMM4jCngFFNrfeFB1p/UDasQKtL0VKB1us+ZLKEmCiZFehct0LhgbP4qaWK5BUL1awWjroaymh5tt05djyjJb3As0igi6Sw6IEuFKHpRKCsyE5VthpWoMfUZuHgN3S/zwi0RmJyLYmtCjR/PX5dsQ5nFsKup3A4LByrRaKQR+mB1gh0JQuH3sFNWBwKFo5Mge73KCPQrhi7Bgh0onw28lrXm3VoMXZhVQtHv48wYQRajJGJZoPYvJl93berSNKkot9EnJ/Sw8Ba16GvFBlSpnQCDd/HDJaxvGR4PUVsChE5OhFmhcqmfPFJoZCWE5gtHJU80K2FozG0BLompGlegT64t4zd0XxuG5sCzSwcfD+aMgkog6haRAjNAx1Qe8W6pkAPBgf6LiugQgpH5SJCMejNzqJPhkhSL99pSysokh7oQgoHKaZw1KpAK2qHUKBtCov0QPNj16A+TG0PG6p5oDt+grGuQNssHOOalAo9B3oT83CMVqFAZwWXfKKkrjPbvJw6gTZaOBpQHZEAMzMsn9pWRBhoBFpf1lYUaGsRoXaumAJttnCIxkpNtLcX51gkiJgVaEMRoYU0yfdn6Tip5uT3ejASaNUDLa6Hpj3QpQq0wb9tJdDxQOwi91Uq0JvY1/17lc9Zv28aUaA9+dmILHZrJ0KXAq15oBEEmMFy4fmmR76GiEotHGFgTvqZFAoWDhOBFjnQ/PnmWewuuSLCNsauVrQEuiYUFOjeAIO0l7uZbQp0PMwu9sKsGooPzqFAz3Yi3Dk+VE/BYfvSFGg9aH6iWEEKh4was8XYCdtFt4u+z/5IPZ/iXJEyD3QKqUZlBPoA3ltFmJZqbQq0jJjyzQQ6p0CLNuQlHuiuHxdIWqIRD8/mp5sUtAdzbxP7sIe6Ak0NBLrQEIjfE/wBEohW0OparVVJM9tdcspWE6RJWDj6PntQahvliggFgTZEe+kWjsIEoUqDBqlAs29Fc4k6CXSSEPiIWeFmAMQGBdocY2fxvYr3JzpOGjzQ0sJRQYEmBAgxRtTEZKrUA63E2ImGQMr7M6ZwKARajK/680Yq0EoIR3af8pqbHjvf9XqgUWykUlJEaEoWKjwrgwB9DLBcINCkSKBLLByBpUX8pFAohrUUEeYUaN5JMh1qH47yzP3+DwjOJ2+aDIHeuRPYsWP1+9lAaAl0TdAV6C0zjOzu2ZNto3vSpAKtqIB6PjCg+OAcHujnPPRqXB8/DJddphyTGIQ48eoJC8dSjcs7egqHg0CHoXUTrkDzJ0Wvh35QJNBZJypOoEV1f0GB9nKdCGuPsaugQBdSOASBVpm2KIwTA6gg0FrHOJ1Ad/y4kPQw5peOKBKSfrraUzjYt1KB1trsqveEVOVsjWLEuQp4EdqSslare6ClAl04LLavnIWjIQI9M4NOP0AKP389pMySoivQRfWcFBToaGDJUuYTM7YaoRF2zQNdZuE40MLB/LFDRkkGQjU+AAuH7oGWY6OeKU2z8aPXAwboF2axevZvSOJCPvAkkSjXsS3bWMbKHYACHcTsmSNOhT5ZlAr0gvKaWtykVKDrzMNOs8mNzQOt29J8r9wDLRTo5WVtu1SzO5KkqEDriVU+rdUDna2ksO/lRFCduUgFmn0rbXcDbVDjFo5f/AI44wzgTfSt2Lc0AfK/bRtw6KHl292P0BLomlBI4ZhjD4fdu7NtCgr05s3wkeYeXCYLR6djjrFTB4UXnvgT+IjxxS8WX0/mZHbZoNSoAu1opOIi0DnVuNdDP7Qr0LKbnw9QeAVV1ahA15oDXUzhSLRiPf2zYR5o7WRINSo/8UpG+aebHmPX8RMkCHK7EuOyUP1FdFntRYQFC4dOCjMFPnt/5qX2TIEmVgU6W4q2WTjy5zJA0Vs5SegKdDjLyOx4j0L++bmSjVRmZrgCXUwTULONASDWJlPFIkKXB5p9W2bhWFgw/nhFSBKlmUUIxPCtCrTLwpEp7J7cV5kC3e8TDNEvdqXUU4pIUq8CbWgXbepEyO4bMUEodtSUrbx1C0fE7gddgRbbCQV6/0C5HvSVmz77XZ0WDjWC1RZdaZzo2hRoITZxD/RgqBFokwKtEehiYhWvs6gJGfnnr9fldQHakjVToPNjllGB9jxcc032o+HowK9jSoFrr6wzqmt60RLompDoKRxzbBTLEWjNfwlCEIR5FbAwKMBGoLOMXQCY2+SxQjuVYIoHUigUaLb9cLlmAq16oFehQEvVuNdDP2APyNz70zxwgoDoS99mD/QBvLeKMKVwpGMzKcyJ9TqB1h5u8mEz1NQ27WHT9dkPVBVJEMmCAl17ESH7tjfDXq9SJ0JdYddTODqEnaulPAnNK9BcSSvE2GlLwyYSM0EUFOhZNoOJdu3PbWT0QBesOgYFWlP0U01VnQkjDGg/L77GMVOgeaylsHDoy+gCu5T0N92KVBVMgc7If4ygcDGYrE820iQ90F2CFH6BVLBW3pkHGii2p5YKNF/ZCUhSqwKtj1e+xwuHc61odQWafVUJrd0DrRFobbLY7bLVqX3DbvZ3moUjFNfnoL4BMlHEH1sTn2IONJWTbbmNFFAgd9bHAMsmAq08KzskKkyUZE65uBYC1Gvh0K1WXc9IoHMKtFi1sCjQO3dmPxqMDvw6/s53gBMf3cF1OP6A97FRUSuBJoQ8jRByIyHkZkLI6x3bPZsQQgkhp9V5PE2iEGM3xy7yvAKtWTjAHnQq4dO9UQBbjjYVEeo5oF2MMB4W9yUGBZmT2YACfcMNwN3RVmcRYRhaReq8atztYqbjUKClB5ovB+rFV0pXMtm8ponmGaoCbXlAqLUfZgLtQ68PUYtO9dcDmAIN5AU+QR4kgRatvOuKoJAZ3exb2YlwqJEYSni2sYtAawp0x7Mr0CVpAvo9yCwcNZIm6VcF0OmgM8cIyniXIusKRVhJ4QgRIdYTNpRiKKnQDnUFOj/ZmAvZOJSL9hKKt5buklgKSlUCfaDF/UlCEJBYHruZ9OatTx6Kn40koUIpFI0xFvJkPFFIU6/Pzqs+edOX7UMvLiiTk4QYAySBJmzilDsw7TqWjbSGFQg02AVj80ADwObeCPvjmdxGudebYRfWeLm+AdKkQOvXsf4eWXOoEgVaWDgGOoFGbrW2T4YYRFrGun4t+BQxwonYl0woFPuaCLTWKKxMgVbtyqsh0IKI78TWbPbZAkCNBJoQ4gN4P4CzADwCwAsIIY8wbDcP4DUAvl/XsawFCh7ozWz0Ugm04CqBMrENOl6O8JkVaFJQoNkSpXIAvR5rNjIweOX4gC0V6EFNowIgPdDHHw8c/l//ODkFOmQbGQm0WBIVHdU0JU1XoNeCQOtEtZBzaiDQBcVKknH9YaNZOAL2d6qdbsw7b0kLhywirOla0CwcQcAIUbGRSraSYiPQCf88MwLtFz3QupJm8XIm+oPZEI81SchrodcBCEE4x2YS492LuY1yCrTn8eLGCgq0rrBrxanzXXYRLCovJzzQImJQFCcly+ZlW5MNbaWIE1K0n+jkX0nqAMzL9nqNSMhTHKJFzQ5Ciwr0cKztS8/+rftakLnTWfJOQYmXnuT8/aqq55UJtF5zA2BTP8I+bAb28xUQzTJi89ZPEuqzy3rP6ykcHpUFxwKmGLs+BgXyqNcLzZIBljQCLa8FPsZ0Q7bvuoopC0WEXV5crIkCahGhVKCHBVUA8P3qBPqWW/KzYg3iPQ/QB2ZnrdvdH1GnAv0YADdTSn9OKR0DuAjAbxm2eyuAdwKoM424cege6E3z7AZRK55NCnTQ8XJtRY0e6F4xN1VdrgbAKvwLBDo/y806NTVk4QBKFWinB1ol0CJBxGjh4Ev7lpbEugLNqrBX+saqQ33AyUHPkKgAKEqoDyQIcl5H+cD1s/0BBo9wmicewsKRI9DCA93NE0z1epkoNAsHAPTIqODNUzvG2SYIiVYMW0mBFgS6kAOtK9BpMwp0jzGhzjwj0NEenUAHuXs+8Gnh1lG9nLZW5foEfK7DPvicj1lToANO6mMLgVaftQc68VSbZ8gIPovqmNlrUnsnQqHcCc+uRqCT1Cso0AVvrB5d5sWIkhoLx/TxyucK9Cjf2CSFJ4vLnARaPVRu+wGyz0gnoQCweTbGfmzKEeicB1pag+orNFfHY+uqk261IilirSGQLqCg27Uo0CRnd5z1lrEUdfLbaGNMJ2Tf10WgU60APuz5TCQzKNCkTIHmFo4cgR47ruOHPhR4wAOsvxbveYgeCl1p7ueok0AfAeAO5fvt/GcShJBTARxFKf0iHCCE/CEh5EeEkB/tmJIYFV2B7s+xr6rf2KQIdEIgUlQWowLdLSrQ+qAgFOiRQoiEr0tGiQklZrkm1RGQs+Hc9xqqK9D8F70e+h32f/V+FoOeHGD6bPSPF7XlXE2BNsUYTRLGVt5asZ7u35PbqYks+pKv2KZQRIjcvoQCnbNwCA80j6maPYidq6W9NZXba4owAHTJGKOxXiGf2RJsRYRCgZYV8t0KCrQgVkN9smHwQDehQPcZSe1sYjfheG92IcuJUoFAa5MN5TqWKq7u99ctHJ0KCvQMO6ZkWVse4DBFca4UKoGWEXyFz4Z9zZbt02K8mTY+hn2uQC9pdhBlfOzPmi0cOsEMvWI6wyRhup8LFg6LAm3yQBOVGRsVaMBHnphumqN5BdrWwbNuBVq3pRUU6Lwo4HspEi2XWS/Ew0EHMQI91LbTI1+9AZaibm4b/b7p8p4J+orZpJBqjVtCEW9pLCJk3zoVaM9bmQc6SZD7AwU5Aj0YHHjhwwbEmhUREkI8AH8L4P+UbUspvYBSehql9LRt27bVf3ATAFNMM/IoOq8NFhVCayTQFOMkU2z1GxmwEGibAj0sKhVSXdjUh48Yg4WaBkdKiwT6ABXoJFEU6G7XqEAXYuz67GmTLOaDQFl6gW7hqLPann3Nt/KmuTywwhKl8G+rBaWaAm31UxcIdHH5ccyJq1CgZ7ewB8jSvpquBbE0rFwKXS/CKNJIoVGBNpNeaeEQBNqlQHNVVScC4sEs2p6b8mUnCV2BDjexZSA1hUN6VUONQGv3hUoKSy0c/Hqa67KbTSfQOQ/0LCfQenESR6499AQJtL5SVEhe8NKiBUeOj4J4sBOhE2jVJtDr8wJWbfWj0A3OM7Q9nyB0n63NwpFToHvsmI0eaKVOxkygs3tLYNMmGBVosS+T4j1pqB5o27VQyIH20kJjk8zOw8/DQQcZLRwp9eT9DgAz3hBLcV6BlvVComaD/7ouAl2wcPQC5rleNhURugUU1cKxZQv70SCyFECqpu4vfcm4SY5AAzW3Lp4u1Emg7wRwlPL9kfxnAvMAHgngEkLIbQDOAHDxRikk1BVo0uuihwEGi4qiaFhS63TyncnMMXYEY9Jz5kCj1ysWEeqvNz+PHoYYLtSkOuqMXT0IBWKAD4IyC4eiQLssHMIDPcuXogsKtNeoAp0olgo56MHLT4D0KnNDNbopK1rfBih6oLsmAi0mLZ3mCHTBwuFHGGpLiwk1eKCjJD/Z0NMSekG5Ai28xppFhRG57GeBl9S6bC/vQaFAb2YEOtqfXch6l0iAd1vU7Qt0BQo0vxaMBJqncIhrTnSDs1k41OuocQuHJT/dlwo0X2lY1lZllMlGb4Yr0DYPtKpA1zmZ0gogg4AaiwjzCjQn0AfigU6UMZRj00GEEWjhLdQmuk1YOKp4oPX36HvFFI6sSJLv7OCDmQI9DvINxbTEqtkwwvJYKyLUirqF0FBXMaU+0RXFm/FSfjJFQeT4n1n4dG9XZuF40IPYj6wWDvUBmuuok0FcPwNwz2dr45Cok0D/EMDDCCHHEEI6AJ4P4GLxS0rpPkrpVkrp0ZTSowFcDuBsSumPajymxiAJtOKX6GOQa1qSpKSwpNbpINd2WY/sAtigNva61RRow0ArScymTWyGvljT4MhHtNRze6DVHGhbCkeSAB5VCLTwbxtTOPgDaYbJBjqBVpsqCAJdV/gEYPFAaw/KwgPCLyaIZEu+Yhv+87JGKnwwzls4+EAtLByHMHVhaX/NKRyqhcOLMdJiwhKl2Eu+P+1c6RFTfsfQSMXmgdYV6JTkSEXgNatACwI93qcQaJ0IgJErPVJNTROQRKekg9tcj71/owKtpE0CdgVa65h+QIhTVhgJOFRH3cJh8oHreb0zDgVaDMVCgbYQ6EyBTmtVoKtaOJgCnV8x0vpr5PYDwFpEqCvQ/bmAEaOCB1orItQmZpOEKv7YRIFCsa+XFhqbyIlnmD1zZ4IxUurlr1loBLqfFhVo7b7pHsTu09G9e1f8/qqg0FFTevnzN5saY1clheMoLmGaCPR//zdw5EO7eAv+gv3A0i2noEDrvdHvx6jtSUEpjQG8EsBXAVwP4FOU0p8SQv4fIeTsul53vUASaLFWxAn0YElR0gwDWqcL1imMT5kTWw406eaLCGnW5U28nk6grQp0XZ0I+dNuDGVwOkAPtFSgCQHCEP0ee1+uGDu/y2fxC/kbPlE7UXELR615r8rExU4KtRQOvnyv+tsyC4emQOt+6jRvS+hw+5CxiFAQ6G0zAIClhZoelCYLRxBjFJkUaC3SSrNnSILJP98gIIhJsWI915JYeEcNPlv1HgxqJk3yWuBWA1m8qRBoQRIlEQCfWOqd15RoNkl0YuK0Bs332PWkFxEyDzR/3RICXZeFQy+ATLRiWEmglfene6CFl39xv7IvSpFC8UALBdpi4cher+ZrQbdwmAi0rgi7FGiNQOtFhOyZlJ9gzWwOjQRa7GuGDQtYHFgsABOAujpgj/lE7ve+n5FqgUTzEQPKZEk9pboCPUOxFOc90PrrdbewE1EXgS4kwJgmglqMXVaQXlSgl9MeFheBBz+Y/chk4bj6auDOu328GW8BAcUnfvhQ47FJAh1uYv9pFWiJWj3QlNIvUUqPpZQ+hFJ6Pv/ZX1BKLzZs+6SNoj4DhsGq12NkVSsi1JfUOl2PEU7+lNIbIQCMDEQFDzQxKtAjlwI9P89JfX2kCQCGtFv4mYocgSapsZ20VKC7XYAQpwJN9BSOJUOklRhAhYWjieYZigKdwssdvF7M5vMl/mRfJhVWt3AABNln2hVZw4qdZxznFeiZbSyeKKdMThKasgUAvSDGMM4P7EYLB/w8gdbuiSAAEmJToDUlTY9KS/NdyXp+hHEDBNrjpkpJ7JXUCPH+AtUDHZBi7q3JwqF5aA9EgZb7GrgVKf6nBwR1pUFaOEqTaSh7f6PiuRLEY8sD2M727CW5HakRir1ZtsNCvJlGmhpToANBoEnh/WWNVCoo0GUWDs2uBAB9K4Fm387MAJuCJdw9OGh1b9aBhPrynrc1UilMpnoBmxio14KuQEPJsVbPF82v1s7OAkPa0yL3NQvHljm2n537V/4GK6CQO21Kk9ESWTIFuuiBvm2J1Yodz3ufmAi0Lji/59uPNh6bJNCzh7D/tARaYs2KCDc6WJqA8kDodhlZXS5ToEkuvsZk4ZCdCNXBQ3lAAMgUaCXlwKpAD+ol0CMoBNpVRPiVz8O/+QYk37mssE2aAj6NZXRI2PNZAaQhEUC2xhWD8bI90iqzcDRDoG0KdKor0DPsnJ3xu5kqYEvhMEXiqaRQRKWN9mWvJ6ISxQPZ74XoYZDjoBOFRmgBoBskGKl+Y8o8oEYLhzJoF5IzgqJKbSfQmspJ8/dgL0wwTPJ+yEmiYOEQRVrKUq1JSQtDrQufIIW6hUOr3C94oBkPwOKCagoVCrR2XekPZg71wXvgHmivvHCM5klTGNDC56zXiAgCvWufoT219ECbLRyFIkI/KUSlTRIiC156oEO7hcPTCXQFBboLNu6Jx4TRwjEfYowukj0ZgWaKd7avw2b24e7Rwat7sw6olgq56lQY07Txsddh5+ree7P9yIm1MsbMFu1rCTyZOAMAs/Nsp/lEJ+SOp3vIPNvPjnoJtCiMlp/zUn65R/XDZwq0NotNEty6yAj0I3jnjSoEer5jLg4UwstwllcktgRaoiXQNSHVlC2pQA9KCHSfK9D8IrW38g5LPdBdjNxKhVCg67I08afrKFUIiUuB/s43WVvtheINKhVokb3X7aJPhnnOpBVfyQezpkAnmgIdoN6OY3zsdyrQusIiCPRN22ey/UiywLcRRCdOc8valNKs6QwyAj1WCtVEIxVRMAYAs2QZS8s1TSRMFo4wxSgJCtvoFo6iAs2+qk1ZCh5oSTzYtzKyUWsalGr3YK9LMYybI9CC+I4V+4LuxQWYGp0j0NKiYlCg1ZUNXUnb3EeACIv7cnKbUYG2RZdNWoGWr6dndOuqo2GipBOPLYewv9m9v3hdyWtBEGjdPqTH2PkpIlongc6vpPgBKbVwdHhMn7qaJG59nUDPgJ0ncTmYnjczPNJvsJtvxCdmgfK2D5vdj7vHWw/4fZbBuOpUWFXLT+6CmQ67Fu6+O9uPFFCUZ6VYfVOvWc3CMbOJXSvLi8V7UBZiH7oZADDaVc8SnZ4mI8arXH2S1mBJKtApzbPhNMXPFw8FABx3HFuN1Ff6AAOBDiwEmk/uB72WQOtoCXRNMFk4dLIap0QW0gh0eh5S+JJEmmLswhD5GDtKCwkHUoFWYsKSlGRZygAwO8tI/bA+0gQAI5p5oGmST1QA2I3s+wC5715GoEnxoZUkeQUanQ5rwWqwcKhL+4CJQHtZjJ3ncQtHA4VjnvharLbX1a8B6Rf2kw3qmgJRKEjMT966m3nWsKJAjyOCDkYgypNy1htgaVDTeTBYOBiBzk+uGIHOP7wKBFpTh5wKND9X0vKjN27RLRw9YJiugQKtxE2aWi4HIckXTcVxTlX1PLbipSvQ+nVF5ucwh0Us7skrW6oH+lD27MW9S+auY5PyQAce++PKFo6gOEEoWDj4M373gvIZaudKeKC/ccvRueMvKNABXRsLh7GIkG3TOYhNqNUVC5sCLQi0uC2MCrQIVtgjZOoEEcKcfejwTYu4Kz70wN9oCczJO9pKkR7zOcMVaJVAGxKruvPsBssr0H6uXmh2M3tQLN1niJIUCvQ25v8d71KLByYHPU1GjleqvTJJWIMlfky58VFbir11/yGYmWH9UXreGAODKKA3hREqf2E77sMedtkkoiXQGVoCXRP0ZXShQKvdr0y5nGGPe58W2CCqd8cCRFKH0olQU6PE6+kEOk1p3nNNCPp+VB6yfqAQHug0I9ARwmzEFz+L+EP03ntZJrOBzDILR8Q80AAj0NqERJ/Fy+VALY5LbRcNQljL3klZOL7znUJOpt4Z0PeoNcZObHP97XOFXesNNnKReCppopqFgyc9jPZnTxFGoMc5ljbrD7E0rIkwCMuBGmMXphgqkyupsPDPhhDA92l1Aq0o0DRmDxs1z5YgxWCkqY5ppoQCQK9HctfrpGEj0GoBXSUCLe/57EdhQEstHJibwzwWsKjGFfIYO0Gatm0Dut4Yty8eYnwPk4ixi9Oi7zVOSY6RF1I4QlJUoJP8pLnfB3oYYPdSvnA554Hmc/CPXXsyLroot1nu9cKez4qLqZlYrBa6/SToVFCgD2aTmvF+Q4KPemmbCDQ1KNB8gUsonck4AYUnJzUAcNjmZdxNH1DXacjd89J2F5VMpma7RQU6MjwrxeqbuGbFGKNaOESE5z0ZOdbvQaFkj/bUQx71lRT5uSgEWvQ5MI7/mnhw6/5DcPTRbAzteyMjgY5uvCX3/a7lomgDAONFNmMedngRYRMpHEkC3Hxz/a+zSrQEuiYwEqMMAiLGTp0Jmywcouhhn+aBDrPRsdMBIqooFZo3CkBWRBhlH3GSkEIVdi+MC17AicGgQA/QLzx1o4gPnPdyBdpgyU4SwEuTjEDPzGCGLhkJtC9zVdnP9WIofQkvmFTDhBtuAH75l4Hzzsv9uKhAF1UD/eH9+j8tPq30IkLbsj1baVAsHAbVahxzAq0wsNlghKVRTdX2phi7Di3Ye9SHKcDzXqsQaKptM86rm4Tw3GlT63AvO1e9GY/FNR0oMyyB3cKhKNAmC0fHMxNo5e3IIrtccSry+5pjCvTCXl3ZypaGCQGOmtmNOwbmZfuJKNAmCwdCLdtet3AYCLRhhe4Qfx92L/VyB8kUaPZtT/lVTuzVFehegEi3Bk0QOmkyWji0GLuZLezgVQtORqCVcXyFCrQgaqLTo6pAH3bQEEP0sW9XPfdEQrPVUyl6WAi0anErKtBFAi1W30aizkeOMdm+JYE2KNDi2hSPnboItL6SIj8XtWZKNIopU6DTFNsXD5IZ0H2LAh19/0ocjN3y+12DmcI2QJZ9PQy4qNOEAv2ylwEPexiwe3f5tmuIlkDXhIIHWhQRKmqv2QPNPW4L7EGidygClGYr4mGj+T0BZAq0Es/GIru0KuwwwSCaAHk0weCBHqBfeOrGcaZAMwJdVINZjF2cjWTz8+jTZQyUVBObhUOP42IDdvbZTKxl7528T9BPflI4dkBVoFFUoDWi85ATZ/AmvDU3CcsG0EyBmO1G2IuD8uQx9XKqavdgA4GOmHUlp0CHYyyNa7IvyApyhUB3eYGpkrNVINAi2stAoFVvbEJ90MXsASj8tKqS1vfHhTxUPcauN+NhgD7oQj1eRzkhFo1UDJ3ejAq0yLoWMqBh1Ukq0Go8oraygfl5ZuEwFBEGytzpqPm9uGNsXrafjAfaUESoJVAUfK+dIoGW46MiMGwJ9mP3QFHTLM1B2GsU34tUoPsBO5979hzYmyxB1jmPWzhCr5jCoRX1HXkUAUGK2+5TaiNMFg7fxwxvNpUR6Py4ACgWDh6vKlZCQkXAP3wr+8Dvvq2eNnwqoZUWjgS5D6fghw89xH63lEDLnPW94iRwAq3cW7Nb2TZLO7LrSqxISguHIND7zD7h1UJfaTalTOk1Pi4FepgEch99f4yBoTA62rwVHYzxVrwJD/Duw85hcdUTAMb3MhI7aJJAf/jD7Otdd9X/WqtAS6Brgr6MLosIVQJtWFLr8KphQaBtFo4UfkYMNYVFbNTFGOMkT9hVZRIAet3UODudCIQCrRNogwIdhhTYudNKoKUCLZ5+c3Osy9RCktsGMCi0uoVDV6An1b555072tZ9fClOLCNnxGXzLOtHxPAQdDyn15HPE1JVy2+YxdmBbQYFWVVWhQI8WDAq0SqA7EZaimuwLhur+Xo8ytVdbSSkj0GlCc15++dBVunaZiEA/iArV6KwLWvZ6/TkfFB6i3TV5HUX3Od3CYVB1cwS66+XJscHCYfII62kCmJvDLJawtJgn0KoCDQAPOmg/bo8PN76HyXigs3tQeqALBJp9lW3WBcFU3p8YSoJOdiK2hAvYPVTUNOmBzvb39kP/DkA+zi/RJrE90WTEoYINBgVHWmVIS5ariFCLset2gSP8e3Drrnl1EwAagQYQznbgkySvQHv5g5VWAa50ZhNPZYzZwo5z513mXPDVQhU0coXDhmshlwPtd4AdO7JtDIlVsgGKKP4zEOgZnoG/vKu4IiieIXKiu1DPJEJfjTAp0Pr4b6sRQZJgnATyvmIEujiuj3ubESLCm3A+fn/+09g9mi1ey8Mhxldfz/4701CM3S2KteS+++p9rVWiJdA1weSB7mOAwVgltEUPdIcHqOsEWlVY5LKvqMQ2KdCEoBOmGMfZDwvHBJYLuxj1UAuEB1qZ/Q7RKzx1o4hVvINSHpBvUaBpnI1k8/OYwXKu8YcpHxgotghOtKYzoT8hC8f27ezrTH4pTLScFURAkkKHhQMAQp6QIQiLKZFl6+YIO7E1vy9tYiYzTJVIpHHsFS0c3bjQkWticCnQDlJoVKBT5LsHGiZKoiAtUJsqBAmGcf5zjlMPgWrhmGM7G+6qadmeNz0QCrS8l1VfcZQnEwAQdHzECEGXRaRCkouxA4B+j2IZM+7ram4OPQxz+fBMgQ4RKPPoo7Ys4S56mDwWFZU90Nu3A1u3AtdcU/iVOom1Wzi83AqMUYHWWiADwJbuInaPlQJIQwLMeQ/+DIA8gU61c7XtAQQ7sRXpLrMCPRyyW/1Nb7K8/xLopCkICBISFgh0Aj93zx/Tuxs/37tF3QRAln8vQObnMBOMFQ908XkjFegBz8wXExKFQM9vZvtd3F0TgTYp0HqjqYKdB4gR5uw1cuKpik3CM75nSW5U8EAfysbHpd3ZtWdVoIfF+2ES0FdSJIFWa6aEAu07FGi+QhWlvnxU9vzISKCjmMis8EM6+5FSr9jNe88euYo9FHbQugn0HXdk/28J9P0TSeqZFWjFLmFWoDmB5svtthxoQCHQWpFMth3JNYVgjVvyrzffT7CQ9OspEKlo4YgiICRsW78XIqHFwh0WYxfnFOhZLMmlR6Bo4ZB+Op1Aa4kloZciSiZAoIWFQ3t/IhNcEGjPYeHIKYqcQIuHmm7hAJg6tAPbDBaO7HPubuEPkeXsPEgCrSrQ3QRLyQQmUyZJzpQD3fMYgRaEz2ThEKpc7kGZv29kBrLStUsqaZ3s9fqdGANtghDRgE3eOHrzbGdNEWh5LxtUXdVSIa6FZDEj0KmWZ3vIwSl24RBnCgfm5tDFKM/RtOJUADjikCFS+Lhve5E0VVagv/IVYNcu4N3vLvwqodnExW7hyNtrpI3FEGmonqst3WXsHmcKrcn3Gm7qo0PG+d47msp56OEBEgTYc4fZziOe7f/2b8Zfl0L3vfo+EHthoYgw1VYHfmn2PpnzC9gVaMzNYcbLoj4Lq6JQFGh+yZjum7nN7IQs7DbnglfCYAA84xnAVVcVfqWuTFkbAmndVX0fLK1JHRdMHmg+9knvsqEWY/YBnEDvzd6f1QNdE4HWV1Ky1CBFcNPsnDkFeimbIABAlGaFoP3ArEBHMRiBftWrsLXDVtx27dI2Go1kJ+HhkLADq5tAq5aplkDfP8Ei6hQiMTvLFGhlCdnogRa5lZxASwVJKyIE8gQ6hZ+LCANYGHtKvXwrV+315mdTJAj04IjJQFg4lKxfq4WDz4SDPs/31DJ2ZIydokDPYin/ANTboQpiNU7zfrpCEWGKmPqrn0QIBVrzTKod4wCmIOgKdGwgArIblaZAqw/TrYdQpkCrDxI15xpAeDB7QIyWM7YTmQh0P8VSaq7ErozvfIdVaV1ySf7nJgtHn2CMLtKlvKrqmxTonK83r0CLh81wnKU4ZEQg21e/k2KQdnLXQkw1BVoQ6LqKhUZmAh2pcZMGC0ePR69JD6ZBrZfXgqGIsNA8SXkwy8Ix5brqz3LVaU+x4r6yB/pg3nxD8anK16QVLBzafdPt8wJP5QEu254r52q+O8b+RFkFMkzeMD+POW/ZqECLfT3gQWwyee/txWX7K64A/uZv2P83bSr8uhKMrbw1Ai2SF9RjP2bzLtw52io3q0qgXR5oQdTEyk2OQB/M26PvXUUR4RVXAF/4AvAf/5H7MaUARbGIUL/nY95FURDoTocXp+cm1ga7I2+A4vJAbz6ckex9e7NzoyvQplqFSUJ2H+1qCrSBQBs90OI88IshSv2MQHcSc4xd5KHjJcB734vNHXafFxToHIEG68RUW7tajr17s/+3BPr+iST18hnPYYgeGSNKfPnQ0YkcUCTQNg80kPk85SCrK9A93s2IP/BSigJhn59j+1+ow/JpI9AmBXq0CHS76B4yxx6So/xDK00BL40LHmi18YeuQIhq+xG6edWK5gdQoUAeqJ9TQijQmmdSt854flGBTrSCKQAI+xYFWlmN2HaoxxRo0YoXRQWa+B5CjDEeZG/QqEDPpFik5uzfyvjGN9gH+sIX5n9usnDM8ILZfRqB9rXJhtcpnCv1/QkVbRkz8nM2eTn73ZRdfwrBjNIAoUqgNzNiO9xTU7FQxFda+loKR+LJh5+JQPdF++k9DgK9zWMEWnnA2SwcQ7VDKU8sUX3EIbeSiThNFZUtHOKhbiDQpvbNOdWRUiTIr+LNbfKxhFnNolK0u3S7WrpLHBdIk3ECrp2rQ49mF9Z9dxaV19NOA977Xvb/AyfQ3A8vLRxgLenVa12PIQTwoC1LoPDkabUS6NlZzJABPvpR4MQTxcTaYuEY5e1iOQvHFnYuF/auYoC8+mr2VVOgTd5mwDBp1p6n8/PAYtLXFGi+D1WB3so7CCoTT/1a2HRIiBBj7NiTX631kBF2qUCPUUusYSyeXR2NQCtFz04PtK5AJwqBnvXZfvT+CzFByLPY+x3+rNbnisOhJNCDAdjFrjxraoEQoPr9lkBvaFDKVJb3va/wqzjNx2OBEHmRinEh1kk2gA4PfhfL7bYYOyCbDcvCJM2F0O2xj1c88NigkL+J5vngbyPQH/sYW4k9IPCnq+qBtirQS/uA//W/sGVzgj04uHAnJwngqwSaPwCXh0rKSGIm0EP08qRCW/oO/UQeh4q3vx049dQVvF+hQOsE2qRAa15HY+EYJ1kFD7Rq4TgswDJm8wUwpokZifIEOuEEmmT7mplhirBQSQuI4/JZhigAuffe/IBtsnBwAi0fbmmKGAHCHIHmxUI5VZXmrEhOAq0oab0uL1pUlX/qI/ANBHpvTQRaNM/gCjQhLEZRbYxkJNBz7Jpe3psvHM4R6AcGBQKttz1Hv48eRrl4S6E65lqHcytZtL+oQMvcdpRcDuJBa6ikV+sQch5o6TdIc81PAGYlWMRcXoGO8vsAgG4HiNDJFhqk3UU5AJFGoirQuoXjwYzF3HuPmzBt3uz8tRW675XZEvI+8IIFB8D8JvY5iWOXBDrQHudzc5ih7Fxde61ZgZYWDq50Gi0cW4vReSuGIM6CSHNk13r+fZ6Hv8HNNymKsCYKzM8Dw6SDaFHxzGskFFAU6P12Ak0IsNXbjZ37suWqJMmLTZ7H7tNRGhpY5uqR2CwcquXT0ucghZddDCYLx3yAAe3llV0IAs1euNdh77WwEj0asftS/K4pAu15wEMe0hLoDY3BgF2Ur3pV4VcJ1SwcyGZ5srWqieiIIkJe8JU4PNAjGjJ1RSiTXl6BkJF4QoHmy2Aq5jex/dr8bb/zO8BZZxl/VQ6DB9pYRDhMEA73A098IrbMR9iNLUYFOmfhEGkCQ19N9gKQEUyhGuRIE6WFAVQ049PVtD/7M+DHPwab3ZepDsNhVvywe3du+yKBBtJAa3hhVKCD3HFlS76KhePw/7+99463JDnL+791cj7n5ok7s7uz2tWudrWrHFlAkSAhkLAQQRLBGDBgLDAIW2ADxgYD9g9MsA0GjLERGYRIFkFIKCEJpY3S5sk3nnty6tO/P6qqY1XfO2F3Zlf9fj7zuXPP6XtOd3V11VNPPe/zyvbYPBvQ7xm09UUxCW0/SgY6fM/LNQVobeVqn/UseNrTzO/puOcedbLzENBxZ7JAQ7AflxSrOur4oFBWxAu31SxbjCw2REiKFALQiokxaqBLrlzABc5r6mbDDHRLgoXR7uOUba810BVfa17IzUMOGyYAXakrBno3AUCvZmizwHQ3mGQXZqvIZCjmnVBpX2/7ONCv8hW1eOvF22Ey8Ren+wLQ7XZckmWTcASYtHmMgc7EALSprfRz732lKUekVqM27xhdOPRxawdke6xvxqfJkATgIgG0ScIx2wcDXW3IL4/s2hslHFUCxIFhvvEY6HkRplNPzpMvBuabVoUCY7q7F2k3Aj5wPnkS7rzTPyfv/oU10AA/+7/9REnHFSGplWb9u/2AxMGQRFhcUvI1XUTKAKABVnI7bPT8ZzIK2EE+pxMKlyZhOHsWPvCB2MueFKng70bkMg7DqT93RpMIjQy06gwTx08iLDcLcg6MLGSnjs9AF/MWAB1goEcj5MrliQDQrZYso5gC6KdwJDxIMQaaACOqF8Omh7SoZBeKLfR0eYFVdYhZHY38JKDIoBAF0NGyxQD1BTlidc+HNZ+f/CQcP269vP2FBtB7aKBnE4ccM1haYrHp0KMe8iwGlI1dnIGeuxm/IGNEIxZqp1iimv/ZerKIMtBe1GrwTd+UfK0PPihB8223SfAfyIqeE273TIa4LMHEQFfCDLSfRBKQcByRaGFj3f/8UKVFFYXMjHFg234yy3qJmzqKNcU0bBr69WQi/a0fesjaBMzncO+9PoIJbGuY9NuluuwX3uSm7k2gurjPQF+ohEO1WRAIlMvEALRkoAM2dosSUXhA9TKHlnCIsj9Z57NqYlZ91MxAy7YadnRniIPClVXZtttbgcVblIEGSgU3BKDNDLTqewYJx3TqA699AWiI7coEd4FCEo4AgI66jNRq0Kfqa+YD3x9ioJV0zVuDG2z6qNepuj36Pb8fRRnoxUXI4HB+O64fXVsLfF/RcO37iLmRgY4kz+nnJnD/qi15Pn1VTVKv1Y0SjnkUQJslHFraNDUUUtHFdy5J+vrIIz5wft/7rHKl4HUeagWeUwMDDQpAqwYwPTcFvQvb9xeeJgC9XOiwEShd78yJ7Q4X83MpB7yUhrjzTnjJS2KTjWkRW87NpH+zaqvoDqvPQJskHAEGeqEk728EQE9mWamBRu7OgZmBDgHoJ4KBbrclgF5ZSQH0UzoShMNOJDkJpAYT9mCgtb55IB8wk4Sjqp7zPlUJoA1b++BXNfTqrZg00FrfthF+cn75l+HRR62Xt7+wAegoAz12ZRJhschiU763sxEGd/M5ZOfTEAOtK215i+/IdmcIQHuZNPEBVOs9bXrOCXn49V9Pfpg/9zn58/nPlz81YDAwadkszLP5GCgMnjsEQEw0iTDAsJy4Qf7dv/izV3kAQNpVGQB0YNt+4mQpiPAgXmokAOgPfch42aE4eVK2s26DwEBr6qMlBdiDoHBGLgRovcSqEFuPHUAnMNClsojJeaZuPuzCoSUcnccJQE8c6WFdCjLQ7t4AWt2bYVcL4uPe78uqcODmVjAhMcJAIyfLsZP3d2705B3UQOu+14+3w2TiA69EDXRwoo1kJ83cLDmTjV2UgQ5KOGoy4cxrg8D3hxjosrwOzzFBaaCDINuTcHQCycWRtspmJTO53o9XaFsN1Ji52B39qIQjlwMnWlXUYG9ZXZD3prcuxzSPgc5HpvNajdIsmFwcHxdyOSlh0wtLncwafG6oVqnT5WJrC41GSPb6BS+An/5p+aJ6Bn1WldBPkJVRvXOP2E1qBrrj1rwbkLQbMe6FF57ZSMHVlXKPjUAhkZkTJ7cuC4DW84T+6X1ffPwvF2ahnI0oQaSnwkGhGZJwzJHmAR6AXqoYAfTUyXjyxf0A6CdUA72woFbMj48b0uWKFEBfSiQA6JlBb1Yqy44fAtBRBlrrmxUDbXLhqKnnvIccPDxwEk0i1JZ4SQz0kvzC7mZ4Frj+ev//hwqbtstMDq2BDnjvrrMa10BPFIAuFFhckNeytR4G2TEGulKhGi1VG9nuNEo4DAlFUaY3Gj1UgxssmLy4AACdycR1vSYAnavKC9D+xiYQesst8AP1X+ADZ6/zxjXTwqySnTCY+LPGxMnEAbTS3xst3P7+7/3/2+QsWr6h2yDwfJgSID3Hi4iEI5eLaqDji419M9BBCUc9KyeSAJibEWag9TM66po7Q7ebsFOxj5hPHVnMKAig83tLOMpNNYkFFhtR73cPQLcDiUcRVhX8yVKPC57vdJCBrsm+Z5JwXBQDHQHQwWTREAMdWOjGNNB63AuB3vj1edr6wLZ9tNKil0QYKCgTrXYHsFToGkscawYUYNy/uA7hLYgLPgM9ExEAbSjr7pWe3pL9xSNZsnEAHSqkFXHn0VEuOJ5/uEnCQbUqFxv9uD//fuI5z57TmGxK8KX1Lqo/6ARWDWgDKRmh3YFZBPx7DDR1D2SZEkq9+bTvLzwdcjHHqpXKgM2Jnw3qzEWcgS64EkBfjoz7SLVa07mXC04YQEdsTEslOHwYPpe5KSTh0JplD0AvVxlSwT11OvSd03nGk69ZAXRAwuE4MKu1HifHgUBoAF0OJ3xfjZEC6EuJC2Wgtd3WyD/GxkBri7r9MNAmf2AIAGidbGjQxtaX5WDc2w5PlMF+2yDqbbPP0Az0TJYVvWZlwP3cGGegpwEGWjlfbW+Gz1MmEQYY6EyGalF+fmT3yi/9m4Ncdh524VAAOthWHliwzIN9VIPbmId3vxu+//slYte6F52wYSsOkjEz0CEbO31eO4qtidj06ThSbetLk8cZ+lU9P6IXqDJoZKA1+7ptsHB7+GH//zYf0AQAbZJwaFA46vk+i5KB9j9SeuNGFhtOAoCOMtBBCUcjHwbQarIJMdB616IXp1ZdV2KAr/968+XvJ+bTmQFARxhow2LKY6B7qpOr6noZEwMdSYaCCAMdHYdMLhyagbZooMulfTjXBAF0hLUKJhF6LCFFg4TDAKADZcg1cxeScGh3l0DimNTWB07AIEuYz0EwD4G4YtZhMo1Pk0FJ9/iBk7H39xPmJMKc0UUlScJh24GkWvXHLszjAkClGGSg5WvBvkClIhnoQTb2t5/+q3WGL/vyxJLLd98jP8utN+TWPHjjowego+cO9IMLpQgDbQTQht2IXE7KcLSFp03uuFwfs+M0ves3aqAL4tI00EE2NQKgTTam5ULYNcjrC4Ex9OlPh3vdG0PPjQbQngZajR3jk+Ed1KmTIZ9TADoiL/UiwEADjCqLTxwDnQLop3gkaqCz8YQN5a0aZqAtAFproL3tOQuADjDQIY0fvqZVTyRGBnpFPjnd7TBg0M/jG/jdiy/17dnYZSkW4cYjfQmgI09piIFWeSPb2+HzlDZ2gfR/fOBkk3CAwXnBkJGvwYJtO3pPAK2Z6X/372IThAkIZDIwz0ZKEhu28DSAnnXUVq1BwgGQK4X9oqPOEgD1wpju1Pd4njhZCpkIgNYJdCYHisce8/8fyeb24t57pThULyJMEo4gA91QrGpAlhCVcJw4AR/vPx13GNCFumFbQCOANjHQDZVME7g30e/zJpJ+HBnqJvid3zFffjR+4ifiRficyTwGoFcWZnyCOzxtr0mWUG7JvjDQrJyhIIR+dra6/oQ3VVUwA48NRZUb4bkBaQY60K/ydXl+WkoWjOkUyg/fEzpXY3Q6/vNgZKDl/zUw7tAwJBH6f+MB6GDin4mBVuPeuO0/8zNyYV2vlnAEWFWTL38x5zCexafJ0QhqdKnQD/mrX0h441UgccwhG7pAE7CqKdmdLvxherbkgTV/9ww7gC4X597ujSl3gEyGWmZIbxjWPXS78MxXrPKmv/kW+Nmf3fN6t7MrCQy0fx8KBXmOwSqzs4h+25Nw0PAW9Ka+AFK+5s2nnmNVhIFuyhWRLiTiROs4AMUSlybheOAB//933RV6y5g4XAoz0Kbx/+ab4d7pCVytr5nPPcDrMdBa534qXCVlMs9RyIYZ6JgcKQqgywuy808eH4kb4Gugy2X5PZfsL/v4RQqgLyH+7iMlPsQL5C/RynmRrGGAUkU294Uy0Bmc0JMVknAENdBRCUddTrraRH5umCBqqxJ9RD0+B/05DXZZZJvhvMgH3zu5cPtLj4GWAPqmp2e4nxtxH3o4dJhXSKVYZGlZJUKFc44kA+0EGGigWpEnFNj1BeJ6z5AG2iThqCmwMDSjgT0B9GAgZ7i3v90vHhFloCMaaBsDbTwv5aowd8wTZVTDbWSgi2O6swiAjiQRJgLooCA+5rav4p57JCXi0UMBCUekihYEGG8NVjUDHZinv/Ir4bHxGh/fOu5/1j4kHKat6FKriEOO6bY6L8XWaBYGAgB6EHcc+Md/lD8X2drT27Hdhh/8QXj5y8OvzyZzmTAbANDf9dXnuYtb+fP317zrgwgbpQD0sO8D6Gh5ao1NgkzhdBYH0J5MRY9Dngbavze5uuwr04FFA717Tv7tIEEA3OnA0aPy/8E+oxN51fXl8/Ie7uaWYgy0UcIxiDsvhBjoqsr90PaIFg10lT79YcYb12aGbftCfs54FgaOAOPRnC/hz3kRH7xoDXS0lHc2G0mkxCbhkH2n33XCn2MA0EEGeu6GNeU6gu40egwJAWignhvSG4fbQW9K/TGvCy+wLfHIcM3KQAfHhfHOkDXO0Q9UmY3u6JolHPK1KIAuZh0vgdrTXEfIppVF+ccbG/J3kwlAsSQuDUDffbf8eeRIrL1M/di7LxEGOnifn/506M2rnNqueB8UlXDooWZ4OjypTufZvRloJeGoVZVLR6klX388ZRwaQOuB/XGp8nZ5IgXQlxBf+CNfxItQyVWRbe2Za2CglU1YOInQooGe+JnFGebhghcWBjom4VCaVj2ROG4mxkDnF+sUGdHthM+jvzmiSp/ySp111njxFxX4zd+0t4UxtAZ6qhjo5zXo0uDsx07HDssxkxKOZdklt3fC1yK9f2chJOC1g0XCAXJgiDLQ0Yx8j21rmxMWvEnINmj0+/7JGBjoqJYzk4H5PgC0Pq9ZV2vgzBKOXFl59mp5LAYAXZrSdXwAPZ0bGGjlQOEBDx2uKwf8ZzwjfG3ReOQRKZ43AGiPbQtKOJQLx0gzeIat9i/7MvnzvTvP9F5LBNBJDLQGoZt+h5mRIx/QXCcB6I9/VL52hFPwkY8Ym0CHBhdRosaZOjEA/eUvk/f3/od9rSFE2KgFde4DnfnnxEBhtSolCLujIAPts5veNVYtDHQuzkDPhmYGuoQaUza2Y+97YQPQ02nMbaXZhN1sHEAHd1JMANq0c1PU415UAx3cSFMMtDMPuPjM46RHMe+GdMQ6Rn2HEiOKjC89ibCQ864hykBra73g/Ss0y+SYegztviUchnEB5POTKOEAaoUx3XHYbuSRR/z/j9//D3tafT7aW4rtSESTCAEol2NFbqLzqQlAx6puqijkHCYqOTKqudbRaMk/0tUWTQx0oZSRbOzFgsf3v1+e+Ctf6Rfd0tc3M8i2Shg10MEx9IYb5M8Ht1ryPwYA7THQ58LEx3Se9Tz3tVuJTcKhGf9hUX3P4yXjcF15EpVK4MSvXhlHCqAvQwwpxW2a3ExoaxigpKyowgx0+LO8ymQqg3w+R5YtDowK+9ZAq0lQV3qTLhyRQa5el/q2yPMw2BpSYUDp0IL32n33ma4+IRSAHoyzVCpw/Y3y4h7+VCd2mJZwNBZzZJmxvRHXQGeYhxjoimZikiQcJbFvBnrWDjMLusm9bVAb8xAE0Hqk0dWUrBro3N5JhA2JDLWVmG9jFL7PIbcO7XMdmShrxRnduT+ZSglHhIFekN8Xc6DY2JCd9rbb5O82AN3ryQnC21/177NJv+0xI30fFEaTCJeW1EdPArreiE1foQCZjLu3jZ3aARpu+VsWU/JhGztPHxwHA5/+mGyXIeXwdqwhtNufxgs6ZhM3BqA9qc5opk8LiEymWv41iLRV4JhMBur5MZ2RD3Sm8wwZnPCujALQUftHYyXCQXxXZjKeU0ZN6utbsfe96HZllhOEAfRsJhdKASDQbEIn2wolQ83ImRnooX/RiRKOCIAO6WyVjzz4X2kqbFUszBk7eaIxHs4lgBaTkLuNNe69FzbDydge8A0CaDcjV12qA+tCMSGAWa1KgKm04EkM9G/wZv+c3YJZwlEmWcIB1AuTUA4FwMOf9ceJT5xesYIqzXo/0m752yRRDXSQERaCamZEP7jTYNFAB2U/VgY653j3KOqlrKPSVLIYlZgZlYyAlD5dEgP93vdKC7trrpGOToGkGyMDXcFL7gRzVWI9vnQG6g9NSYQah653/VUGqgqrGmtFIU+JoRVA69s2Kqr/PF4AWjMOhUIKoD9fosKQ9/xZmKmZueGSxOAzbp4hBNkY4+Ez0PLnfO5K4BiIbFZWDopKOGIa6JZiFNVE4szjDLQHoHvhv+3vTCQDfY3v12QiGKafuIuf+JGxuY8rAN3p52g2fe/UjQfjAFoz0KJUpMkuO+96H/zGb3jHeAuJIAO9JgFhkoSjqAF0EgPdUNvVO+GBUd+Lfq4pZ+/9AOhcTo7uGmSqimoxG7tMbm8GWp9XJ2xjFM22D0k4DFvfAPWKQ9eVCMR1YegUKGXCQDlW2ESHlm9oAG2ScLiu3w6VirwJhiTC4CLPA6tDda7aBzowiWQyUMxOwxW5Igy0EPIrjQx0MQ7YRzthbWyQgfacWwy7hudOyf68zWLMhioamoGOFtmYTedeX9fhSXXGc+/6IAKgo3OJyVkCaJZGdCY+OJ86Wa9Ygg7P71u1u6e5Dmqg1WNm1EBPXA9Az/ZioLUdVXDCVQx0qJxyA3ZFy8BAGwD0yP9DYxJhQ7btuKvca6ayiE9QokK9LitxEnAjmWeNOSmTeTx5bjSCImOKrQqjafz9UHzwg1Ks+m3fFnpZM/86h8HTQEMyKKxUFEMbBtAiFzmPWo0v4P38xDfLvjpyizHCBqBSFR7TqdszCqBrxWlIAgbw8N/7LOqDXG+1+dRz3OfO7+3CoaOaG4WqzEYZ6HweSsX5viQchdxc3sNA0bHoXKmtAfubfiKvSYIZtcHcb0zPbfG19/0Q9z79q+DQIflioMT9zGA3WS6LkG+9KYnQ4yo0gDYlEeqxY17wNSrAxM1RUAVUyOcpMYqNe85gzJwsjaaSfeX1yuVxBtDFYqDKjyVp/SqIFEBfpvjgh8IPpJGBrocz6RM10J6zl4gBaIBqZb6nhENrWnVRiLkrYqtqCgUaokunHx51+psDqvQp3XDUe01/j3+RDh941nfyg/+uyHv+qA/nzoXf9wB0hkbD905dPz0NoXEPQBcKUCzKEt1U4Pd+L/hVMQa6ekCOHtqKyshAV8IMtDudMY/6QGuguht+UDWI6JdXJCjeD4AGCRoSXDgyGeKlvE0MtNKhznpRBjoi4VB2d9OJGwDQ4VOsVxzGlJhOXLa3Jfuwlg2zh1YHCk2n3nGH/GlioMdjucqpViWirdWMGuiQlEB/nwbQBlYVoJybhipymXZSKhXBIOsnFE3Vlmi+5H+YN5Hs+O4MkoH2P0cIBdhH8aFxfUN+5g4LzD+7PwY6mmQ3myoGOtAQnlxiHLaujPrZCuYMR8I795gsAWiUJuzOKt7zNZ3HAXTUPtADcgUDgB7FE3gmU+Ez0Jtt0+XLez8ayS2EZjPGQEcXsc0m7NIMrYYlA+3/mQegx3GXkVBbaQCtvH89l5FIIZW8qsQZdF7IRRcbRZU4FrHoGU0ykoFeqoZ87o3xMz8jf0YTx/QzoSRY2aw8B3mRvdD1hRZKHoCW15PEQAPkHdnfR24xRuqA3N3Qi89ppKS0jnp5xnheCDXDI5/qcL14EICHuVZWKf3+7w/93WQiC3YA/Naf1tkdFeWDr8YQn/wJf181P6Ef0FxLDXSEFKi6+9NAa/u5ft8KoPVu5mBbMdCGxVSlKhhmqhcl4fjcxzv8Fl/Lq/7Xm/xdmYBzieNALlIZtlYXkiSL+EAH77O3HhkWvA+yMtCUQ9KRqZvz+ahCwQigJ2oHqqHKx49yOuP3cQLQelssCKBTBvqpF9GJca2wE37fzca2ibSdjPaYdQwstSfh0MUzDAw0QLXs7llIpbKkqqp19PfFXTgAmtk+u4PwTDzYGlKpZSkfWfJemz8asWsaDNhgBYDN/+834WUvC7/vAegsjYYsLARwfrYYc6DwWDkFoPtUvZHQdVUCZJSBPtwCoL9jN9IvlQSjTGAbTJVSDg6guaaULsx2wxpoj4EuL0kAvR8NNMh9tT2SCOeZrFHCEbKxa8nP1FZic0NZdwjY3XVHPoCO9Kt6TfaRXnvmjduH8huhY6wAWrOtz362/GkC0Jo5DEpZAoOsB9IMADrGqkZAYTk3DTnBOPN4MlSlAoNcI8ZAB4GAZms2tzOh7wsy0PL7ZiHPbJB9cH23QAaHOVk6OzPe/i+G/OIvxpsCfAAdTYadTeMVzjLVMhkcphpAGxZTQkBJjBmOIwA6quUsz0LOBLN5Jg6g9Ti0EynQYGKgR+G+4DgyGa0kJPh2zls84h99lL/iZWws3hgH0JqBjgJotxFnoAP3xgfQwb5gYKCbsmONVTVTU6VFSiVP4+on3xo00EURtsFE9oXxLEsxN6fYqjB2C9J5xuYWoJnGncgcEQGr2Sx0RwXew8s9AG3SeHsSjmEEQBs00AC5mQLQlIwMdLmq/NFHI3MhFaBWltcW5BAeO1/gxqUtDixPeYTj8sWf+qnQ3+kh8638GrudDL/yK4TGR0fbykUZ4cKU/sS/zzPDrlqj4YYlHOrWxRhobROZAKA9b+22P1eabGgHVC8K0GkS5ORW1WegA2B25sQT/FdWBRus4A50EmH8OfUYaK1PT3LhiBRTmbo58vq5yecpMk4A0OoznigAnUo4ntoRxVKZXkSWECkRDIEkJg1oDUkdmQzkMr736NxR0oVI1GquV0jF5HAAgbLEyiZs7oqQLZSOVqEfSjxiOqXfmVNdKXvb+gDOdjv8h/2+B6C37j0vXRjOnw80ggLQvQzNpnwmWuWxLKYSLGbhKHCsAHSFQQxAg0EDfUT6dvXPhwfQkN6zBCPha2NNW4b5pgKqnfCDqnfZ+8XFfUs4fvu3oVs7GNNAB71lMxlkxbEgA+36k6h/XgrY99UCweID7dnwdYeBUuVxtgZkxUk9nx8sWBjoqIXb5z4nWZPFRdn+JgCtAYYG0JEFh9HnVEs4dBKWwQcaoJx3ZElbXbLXFQYGGgaZWoCBlq8Ht6Kf/3zJ4r733E3yBc1AR0BorTilNy+HMgD7fRhO89yYkYuJl/J+fvLnyvzzfx5vCvDnqa2tsPRp5sSrgVIuk2PGVPm124BAOTNmoOULHoAOP9DNmgLQqq8aGWjN0Cp7y5lhd8AH0OFz1QsTLUebfepuY5XK2YOP8gr+ii/+iVfsm4HuONUQgI5qoEslyIg5vWnRa1TT1rcPoGUnmJnKUwvh7U6EGei488KEQrj8+0wtIhp5SvW8BNiPPmp3p9Fj4vp6+JmIFLA5dUq+/krek8xA6yS7oZojIm4eXkQY6DFFcxJhLeMB6Jnp+4C6cmEIDoGdaZlW3eH4MdcH0JHQl/sF2Q/wghe4/OqvgttsBSQcGtCG/65adOhrzbXK64haczZbgh0W/LYyLDwBigXffm4vCcdAzZUmG1pPJmYCdA8+KK38LLkR/UCdhdmaYqADANqZKxIpEKsHMkwo0tnRft/xROxiEfKZGZ1pWe4AJjDQI0qh+XlK3uejtIRjGG5jbf/naaCzanxPGWggBdAXHdH+M9wO3+Soxg/kVq1gzkhvLRqSCAEKWYfJTIDrSv9jA2tcrcZLeccm3GXZ2TWANrl+ADQLI9qjgL7t4YcZuCUqq3WvD4NkpUPR77OJrN7gec9+4AP++xpAd4W3gl1tKQAdAGEeA10oQKHgM9CzSFJVhIHOHVoly4zxjrZ5I9YOpRKMM74G2pS04jG9EQCtP6efX9gXgH7kEfiar4HXf+4nQgy0tEoLM9BOtOKYScKhmKkoAx2TcOhKir2xXcKhs9Y3xz4DHakw6el/ow4UDzwg072FkOxJ1NxYtwH4lhj7YKDzeQloR3vIEryKXArQGistVuCPhq/ks+dkR/Ps2wISjuVleNbiI/y/neeGvi/KQNfLM7k1HAA7Wjp4U01Oendxa7wNAqHloNNp3Lc4ykCTz5Nn6jGlNiBQzowZTsLseYyBrrl7A2i1kB/t6oUZse+zSTj0mqKsXEEcsvBnfxa7/t79qp0erMTL/06nst0D97nRgN1ZLQago/KaWmFC1616qNeZC+nOEwgv90NVn9OgKRdhVfPliH+6SQNdysQYaG+OrxUoVtT7YN+hOn9eWpeBBFoqohZ1r361/LnKea8dTJ7gZLNUM0P6I3n+e0o4ZnKcGVEySzhqWQkMgwx05BnU7H/wEntOmVrF4fj1OSnhMITu+7WKy1veIrjnHriv+Mw4Ax0hf6olh76j2tWwmAIJMDfwkxcdE1sPFIrsyUB7CekdX14ZBewSQJuLe7jf8k/5qu85ym98898Z22HQ9hfj920uywYOsMGmhfXqQXkh6xsqAdKwUySElG11qMs+mpRESDnkWOKQ8/koJeEYD8NtrJ9/PX+PMo8zgA5qoPVckgLop15E+0/wAZnPkUkrkYlZ1KqUGTJU/p0mphCgkFXbMKMRzhyzhKMm4hroyABaXpGjntZc2xjoZnHEbqDIBt0ufapU65mgWQCdrcjWfpCBRkk9PvhB//3ZjDmCbi8AoBdnMQbaW30HJBwDKl7WuleOGCfEQLO2Jm2k2pFKTVEbOxFIxPAGUL+tci3ZTtouToeeWHu51r4kHNqE/z0bt8cBdGDiymRgLrLyhGea8ch47+nQA6BXylv7QEeYJs+FI0nCoTRs3e3p3gx0ZBvvRz/5Wj69+IXyl7e+VXogf/az8TYAn4GOsI4mBloIKGUmjDQo1M4L0Z0UXSlNl7o2eLTOZjAjz6vf969lW+gkwlK4rV569FE+Olbg18JA1ytODEBrQHzjSliTESx5r2M+l1334EH5+1agmWezuNcwQpBnylQB6JkT340AqOQmDLW0xFQcBLmtvUvTB9CuIYmwKZ/1kcqNMN0bD0BPLAz0kpzcnHI1Jk0A6D0Y2IlqtULHOOOZHB8D595sQt8peVvdJgkHwEJlTJtWQKJiKLmsAbSyR9QLk1x04VmO+qcbJBzlTLhCIv7zUWoWKS7WGFPCBTOo6Pflvxe/WP4eYChnDiGHlLe+Fb7+1ZtUGARYVfletC9Us2NPI+zOLQBaAZD8VLUVebOEoyJ8CcfMDKD1AtxbDLoufbdCtQrHr8vwGNfw97w49tn6EapX554C7LM8zZddGMrIg/T47ztqQDIklAKsrgrWMwd8NtumgQ74N/tyl8gxLSmj0taA0dLhoAD0vBQHdOMxn/lAhz/kq3jL+7451gbgV40EeOBBRUQEGWgn3o9XD8ubcH4zG7q+6E5zszKVi+ZOJzmJMACgvfExxkCHrzkq4Ri5RTlwpww0kALoi47O+z4Z+n2wG7ekiZUnrVZlJ+1pRtgMoIt5x2M9pPtEHEB7CQajka+NjXxfvpIny4zBQG8NWxjo0pjOrOJvNfclgK3WMyEGOvbMBBlolqVPsC7nDDCb0aeK6wYA9LKbzEDn8z4DrWg/b+BgHh7ZNYDWlRZNhVQiPtBGCYe27IqULdaDTD/f2hcDHdS79na0KbPDhIKf7azOaTgv8CluYz7QHt2CjAiXEdaARjshaKbQpoGeDSZWBrrWkC90t6ecOQPNfJ9KPpy04jHQY/8kuucH/NvBD/DMP/i3ErN83dfJN97//ngbgA+gFxZCoMkE0gDK2SnDSVSWEDlGl7Qd+W0VfW50MciMK++vBwQibgKtxpwRZfnMaAY6H9eL2wD0dUfDDiVRlw2Ql+04cNPoEwBs3xVkmgwAGslKa5bepOsFnUyZ3FbNpogw0DnyUTcBXTBHJRGainV4AHpsnlD14twp18wA+pHA7sbycsjCTdv1BR9l3Y6dXphhj/bjxdpEuqAEyp7HSi6rSotjtR1t1EATeO4DDHQMQFeyMQmHnuNLrSLFG4/LzyBvXmDrjvNcteuhdRpIPXxUnldvZuTYpwG05bmp5if0lEZ4brExJZuFctkD0PqlaFQqyGdiOGZm6Xve+NGR/cEdjuhTpVYTfPM3wzU8xlfxB9LSNbAC9wB0Q3iLzQdnxwIAWt2byOKmUoG+q+YkCwO9tgbr7gpuWwHouYiVYoeAf3OIgQ5/n6hVqTBg0NcyMTMDPSPPtB9xKfroR/md6esAOJ4/hSmCAPrBB5GSuCADbSgdvnpEIuD1bbXTYEiSB2hU53LR3O3ukUQYcClSzLKndddJhFEArSRcHoAeC/nL41VIJdVAf35E58/+HoD/+bNyoBt0/YHQBwsRcFyrSQa6rxnojHFLrZifhwB0JqqZBKr1zJ4+0AAVMfS8Y+dYNNCVCXOyPj7s9ehTpVKLMND9SHcJMtClw7IsUlADNlN6TPwHcHVNxDXQ84zPQAvha6DV5GNloFdWJIBWSZnecVEG2i0ZNNDxhCmP/VIxVYDmdx96FruFlUQA/dD0KH/91/5L93YPSxRlkHCsrMBHTx7kdj7FL/1iYHETuc9RKzGrhEPboAUlHJFBtt6SL3R3ZBLhoeJ2bCTWDhSjgK/t4Kx/n975TnwrlagOOgqgg4mU2AF0KTf1bMDcmYNjYFWjFbnmrogVS3j60+XP28vSrNwD0JFt+5LyUx7vjnAmyt4sChZqyvs7CKAfk33jFc/r8DM/A1v/6if4Kn6f8Tj+/K6fkhPs03fkbszmR/xt+5lDDKQB5MWMqXbesUk48jOG0z0Y6FaGPjWc3QADnY1IOBYUA62kZIkM9DjCQD8sAUJ5VT7Qs1I9nikJ9E61/V+WlyXI1rstKlkymODpAeiAHZeJgV6szySA9qy9DAy0WgiOlX7Tc7uI+qdHKnjKvJU4GHfI4XR9EKolTsVWxf8uimZQoTWnN94ob2jARkw6L4TPvdrMyb6nJRwWWUK94NsVegRKVAMNUKuRn/rsefS5gYBGtjczVq4EH0BrYmB4voNLhmojw4kT8Kt8Exus8r/5hpDO1gPQy0UWF+Ww8ODkaAxAR0mBak3gkGMy9p2F4gy0HNt7W9qm1ZwvVNQynAQNtO9sIn+VtnmxQ+S19yPP73vfywd5kXxvFmk4FUF88MADxBnoeVzatXZAnuP6jvxMG8PeqM99BjpJwlEIuBSpOcWbTjUDfd/Doc+OAujhkLgkyxKf+Uxo42Z/kdrYfX5EZ0f25he+osZqse2tXCGBga7XFYBWoMnAFAKUCq7HmkobO4MGupbxJRyGKm86ysL3aJ4bmDuQW0DgY9rp7oApBarNbAhA704r4f39IAOdWZY62YcfDsxIcQC9fDDHFku4O23vYzwArZ5mT8LRbsNkYmegczlZyEAxTTb7rxHFRA20x/T2wwy0fpa3hxV+4BNfw7t2Xhq0ppbhujAY8F3v+2p+8if9lzdYkQ1qAdA67r9f/pSJceGBWZ+XrgbnJRFGJRzahaM/CcggIqyqAtC9jsPWFiwXdo10VCk7ZTTxXx9u+IuGX/91mJVqchaOAmg1yL3jV6/j5pths3hYgiad7GUF0DNGyuZKb6/GmFcNoD0GOq6Bfv/7YaW46yXfen62kfnM87re6ntALh/5vnpDxBnoB+TDsXrzMm97GyweLsvFWyTphj/+YzZufzkAz+bjQLhi28yJbw0D5DOOt2CzJhEWHH+CtgHoRXkx3U3Zl40M9JJc5OgkO9NzIwRkhRN1b+Pbv02Bx1ufJv+2VDUD6HZA7qU7vNKyTIfyveC56/Fhd1LyFp7RqpQAi82ZlIsFXEaiz40PoFXfM9j0QcD+UTPQhh3BWFlwYLQuwUNpqRoG0CZQocHkgQOyHQJeyTMHciIsi6u1cgyp4HSSrdnWSh22J3Wm0wQNNEC1Sn7soxgbAw0SGFolHAvhftVTidu1hvzAL/j1b+a60hn+H68M2Zl6AHpFTiTXXw8PDg/FGeiohKMmf++v9wNFdcLn5NmibiqNsMHJAqBS9236HEMinvxC5WwykK+bGGgrnvvLv+Rk8QQA5901RufjyaRaGnLt8bnPQIdcOOL9eHlZXV9H5RsYdlgBGnVCEo6oC4fndpRveu0+6ctO7+3QaQC9PQiN7TEGesS+APRwKMsGfO3XJh4Wj1TC8fkRnV35IDYaUCnMGATusQ0sUKv5ma6uawQ6AMWiG5ZwGLZ8PZYswcYOoJwde562jhu3/wJo1uTn6+dmoGzhKo18WMIRsAwCQgz0prMAJ07Ii9eFNwwAurZYxCXjlVOez8F1VdlUNbpXX/MyWbwEYHPTzkADxezMB9DzeEZ+qQSjecGggQ4kEWq2LbI1N53Cl/FuTqx1+I37nstXDN/JW94SabzhENd1+YezR0IvezKVPQD0QlVtoycx0Apw7MVAzwbjAFsTPs3monxhd8dlPEbakBnoqFLeCRWGGG1KAH3H9bu8//3whn+SkXShgYE+zSF+/JdXufdeuHt0vWxANfhZJRx5HxQa3RKQ42iopK0BQC8twXX1DcYKjE9nIlaBD6CkANFoe+Cxq9GkxXozE08ifHRIjS6VG1QG/eKitH2KJly+5z3y3gPP4h8pMuKBx/w+O3NEzGsYJCvtaXHnFg10cU5/phCbquYX84Feki/sbsh+NXVzMQa6uCgBtHZbMblwgAL1k3A7v/d+Kex+xTcckMmwpYoZQHcDf6c7vGJfvYVLYHcgVJpZJUOZ+vFiyw0z0PO4I0suJ7XFY1VN0pNwRJ6bUAVPLBpo1V8mXX9xPT4nJSvFpVoyA332LLzudfL/a2uyHQIM9GwWB3y1RVXQQ7k22CQVB6ryu9bX9wDQtRr5SQBAWyoRAgz6rrEwDUBtQfar3rbsV/0N2f7VlnxdvOXNPPOFZe7iGWYAvSZR+vXXw4O9tcTxGCQTDzDY6Ccy0BBgaA1yHoBaM+ux+jbJCKWSlHAoa0DTYkovNEIAencX94Mf4pRzkJWGsqr7eLygjCbYbrtNSAB96JDc0VQN5Bi0/Pk8LIodzndUvoFBagXQaCnZlkXCkc/LoX6Yq8cY6JiEg1Ko5PBE7bDp53M0Ur/sAaD1ff/7v088LB4mCcfu7p5l4q9UpAD6IqOjOkijAZXSnME4G3eNiK5yNQM9JGDNYwDQ2nZnMGDu7uHCkZBECEo3OVZ2RwbgAdCsy7/XDHR/Rw6S1YV8WMIR8JcFcHs+A31+vMA1b38T/4N/6ss4ZjM6mQWvneRnhis+meQuldufxmBWZI6AbtfOQCMdS/QzZ5VwzAs++DIM2B7TGwDQ0hFI8Fw+ym+/4y6GszBw96Lf5yRH2exXQi9vsCJBptpSswLoitp+NEzenrRkHAbQMQZaFeKYDmZWCcfCap4MDusbgvEYimJiZqDzDiO34NHvuuz1O775HC9+MXziE4QLxQTaYRdfEHx2rspOKn2sZrZiDHTBYbRfAJ3AQIOSPjk+gM5HChNAwAN5q+8Bq3zk++qtXJyBPj1llXVZhhdgaUlmrYc3LWBx0VtUHuAc1/EQD57zPcJNFc5AM9D+MRC/PbWKQ88pS3eeqfSjjibGaQCmt9qlhCOys9GqkcHxALRNZ5vPzj07QJBz2Ghe4N88/z0cOCCPnxUNDLTrhtROg7ouQaoA9CjOQGvlTx9lZWco6w6wuCABtPbGNRU/ASiKqXdvbP3Kyx0ISTgiDHS0LDgwOtcGoLRSTwbQn/oUAH/TeB3vfN8hifgCDLTjuDHQVGuqnaK2nkvMfeFAXYLi8+f3IeEY+zfDxEAHib7pTLqaRHXE9aVC6Lx6G7L9dX8DuOUZggc44bUPQHtTJaEdkpr5a66BU/3Wnhpor9jPlt8XomSTB6B3FUOrawVEor6QlwC61/O9lKNzcyajnE1Uwp6hEJoHoINFlj7+cbbmLUazPC+5XV7TY7/5vtg59PvScehpNwpJPOtiKoqFnlnA/0pumw01t5jmN5DkyC7NmIRDc01CqDE050uDPACtGeheLxFAl0ry8xIZaNeF970PJhPv+Q8UXN1fBBloDT7+3b+Dn//5C/ygJyZSAH2R0ellEcypVrXBuu8aYWWg63W/2o8l2QvCiW/zOWYJR1UmNEz604A/sIGBzk0luEcx0CYNdDMMoPUgWV0oxBhot+8D6M31OROKXINknE+ul3gXrw2VYetkWkAAQOutuS3tQStfDzJNejLVFQRtNnYAxdycsVe1UR0XAdCOm/X0zZ6EY4+yxV6WMlPueJ5Z1yYvpM/HeXbopVLBCTHQMonQfz8IoDNO0NIwzqSBn/DhLSSiSYS6kuJgagXQ2VqZFTY4v5VLBtCFech1YLitmKalEi95iSSX3GbLCKD7+EDx7ES5sqjjrBKOwlwCdsdhpu3Goiy19qnVbI3F/rFYcL2qcFPHAqDrclYZtUdWBrq2mJdVG9s+c7e+mZEA+sAB+YJioGMAenPTY6CX2OIED/DApr+wmM1FrKIaRBloM2hqVFVy43jsW7NFQKHngawAn2SgwxOzqJRDnq82nW0+O2c6z3oPw6Q/ZU6WSi3rHe8UK3KRNA98R7dLz/UXlGfdA17bgK+rDkoqbAA6JuFYkuOer3s1A49idupN/p4G+iIkHIWa7C9BAD1elwNlcbXpJ95SioMKtWB4WecPedPXZyXiCzLQBv12rS7vhQ+g1blGGeimBLDnziX4QIOScCQD6CCzOnUy5CO2gODbvHWVJ7Eev3UBEoBn3Cb14vc/7IPqjZMjmrQpHJCe/a0WjGZ5WShsOsWZmQF0uSk/Y7g9tO6qeQC65wNME9lUa+XoU2PeG/iuH1EGGqhkfZ9109xsBNDtNic5CsAXvVq2xad+6+6wbgsYDKHCgMVFiRGHS2rHUgFouQMZP/dGbkh3vIcGejFvdOEITpXlMgyzcQBdKArvOpIAtCaEEzXQP/MzcOed8N/+m7eWLFh4J2sENdDBVdyv/doFftATEymAvshoDwvUC2MyGVnic0Al5hoRW+WWSpQZSUmFBehAwHZnMMCZC2MSoVeVqxfMzjUA6ILjJR7NsWigVZ373bZ87+Q5+eQdPl4IMdBTCp5lHMCjZ+Rx/+H7d/m797q89jVzHuWYv4VnAtB6otyxW2iFJlO1iACLhKMwZzxRujWLhAP87Wo/acUg4Rj6E0cQQIuVZRab8ffkScYB9OqSAtDKjkEa1psZ6LFyNUiScOgtb1sWtlfye2gH0JTLrLLO+rYE0AUxNUs4CvNQ6fOhkvOUlyocPCjHt+3aNUYAPSAAmoYt+R/FQFslHMW5J8+YTSwMdKMgj1ErvLlrSb4twHieB9dlOsuQF3EgUGr4ANrKQC/JiVCDNID1TomV3I5/ARpATyNtuL7OedZYYpM8M05Uz/LA7oq3A2kq1gGa7VVSKwuArgc8nm2salEtELTkwASgEYKSGHsaYRtIy+dcORnrxZTSw1fqAQBdUGXDgxPqzo4E+ipOfNmN/He+NS7hKCYz0DKJMHxOi8vyu7c3tF+vmdEvZmdegqdNA+3t3AxnnqQuurgpKiZ00vN3p0Zbsj1KywEJR95gc7m5yRT/AubLqxENtEHCocf1XSWvsch51lry/p47Z69Qqj8wN9o/Ay1Bffy5ydSr1OjSUz7JWmJSW/IB9C3Pkv+/9xGfddk4M2WFDW/Q80pP01SSCjMj7APogXUxtaTW6FvDipT82CQcalHS35nYNdBANTemP8kFCjrtg4HudjmFBMPPf1mNW4/tShIp4LYC0B9KhntBbsiyXQgvKm07KY3CyKsyaNVALxeYUGS83TcmEYJyYRX+DrKngS6pD/uu76L40uczzpTh3nu9v9N4tlBQxJ6NgXYc+NEflf//y7+8eAAdlHAEQ9/sqyxSAH0x4bpsjBusVGVnrGgjejU4mopGAHLiys0YTYRfMc4ABEpl4YGYuWVQ8CacgUgcQCuFGcOZPBGrvTVdzQAAc/VJREFUBrolB5P2hnyoHjonR4rrToRt7MBnHgAePScf7Fu+5la+4E7BNccyPCbCALqbkSOmnhi8827bHQCiADpJwlHMux6IsUk4wC9PbbIx8jSAQ39Q9QYOJrC0xN/86YgKcuIMFRzr9/lHnsXhJX9hsbriGjTQ/p+EAbRiAQ3slx4op04mlCwaHUB9IDC196tSiTXOc75dYDJJYKCLik3ToKmtAPRy1SNfzxWPxa3LBgNZcEbF2Z4CUJqBtiX1FV2vr3tFIwyT6YAq7rb8ToeM0U2gWJRb6d/57TP+66fvNDPQTb+IiFUDrROmtn3QtN6vsFoM3HgPQGfD8rz1dU5xhCPICfSalSEDp+Q118yJbw2DAtBOeCEYA9ANJJPWCQDoiMtIsSR/H/e0hCMfB9DI+z/SGmFTsQ4CAFpNuoPzclYsKxlMLgdOQT1gQRnHzo7cMg/ET/N9MQCdK/hfaGegw9e3eEBOrNvn1ALcsPAEKGYdb2Ft00B7C8/eMKC5jko4FAPd8/vSeFc+68XlgISjumgE0HdnbvN+3aodk8BDgQRTUR0PQHfDi5sYgF6SN21PBrpWIz/yzyta8Q/CwHA6Ny88qVap0fNs7LREqLriL5q1b/F222/njfW5BNAqIy4KoOcWBtpzimmPrffGG9u1w4YNQOs2bc/sGmikNWB/UgiQEGYArSWRAHS7HgN99Ch8xSuGvJ+Xsv1geHwcjLJUsmMWJRHPTkajf5lYa9LyAzSK45jbSpyBlje1szU1JhGCZP53XT+JUJNF+WLWa6TKi++g51Zx1/1dkokqrLMngH7wQdn/azX427+luzXx/u6CIijhCIatyucVjhRAX0x0u2y4y6zUVbJdMxcC0I7SrBpdMfJTWQwhiYGu+Ob9SZUIQQHopCTCosvQkb14jnnre2FJvrizIc/7oc0GOaYcOUKIgQY/wRDgkQ15EseOy+89dgw6boP2STVgz2YMVOUifb7eeStfTA9ABx52b0BXZVMTGegiXuKYyb3AGzzHss1NA3a5LO3Utqc174Q8Bjozh3qdZ764xn+r/Ssg/Cy7PclAv/w5/osraxlfA+0x0P7fhAC0ToB040BACMhnHc9j1sZAaB3bbOQE+lXcpmmN85zfLUkJB2MzgC5FALQqtlFeLHuFQc5mj5gZ6GILkG1+dletSjQDbUlOCsqV/IIXEQC9oGQJm3tIOBSA/oX/rhs7/jz4HshjTzISY6B1Qpty2nFd2BjVWa0EEmgXFmQbEtmRWF/nVPF6D0BXFVurE8lnFv12LiuTyvT1gYFpaikrsfP9AAMdPkg/HuOuSiIkFyri47VDdupVgNwvAz3YkD8rTdm+2SzM8uo+GwB0Ljvn135NVuccCt/Xfb8SDiMDfVQeuH1WSzhsengfQNskHJ70SRUgMrGOBcXQBQG0LkBTapW8sWq9eDQOKjY3+Uj1i71fz2Ql0PIWEk5GJk8HIrizCPYkwvJqnSZtzp9zPWAlTA9FtUp+6J+XcZdSM9AjeU5GAF2rUadLTw3tfVX3oLbmy7Yaaiez0/W/Y2MrEwLQeidS59PYAK1+5oc7IysDLQSU8jNvd8oGoL0iMLuONREboJKfMZjl/QTdqAuOJlqcgv/QdLs8yjEKBZe1NbjzZTnmZPnUJ8P9qD/OUs2NPQZ6Z65WEgpAWxno8oTuTH6xbTHlWUAqAG1ioFstaM8DSYQaQAcKTR08CDM3x1bH/0MrgO52w7Itpffnn/9zGA7p3C+rdV2SBlrFvdzEjf/4f4PuiFdNpAD6YmJ7mw1WWFmQg0ilVQwz0JphyRsGKy2p8JjC+MeXqjkJKtSq2qjr0gPtIBPQQBuSCMsKQLuuYqAN39csUqXH1ro874d2WhzPndI+/PzFX8DP/isJCIIFYx7drlMXXVot+fuxY+r1k+pLZjOGoir9hYvx81aHyLYKLDZCk2lAA21koEswnuXk9Rmq+YUG7H7fqIEGWKqOpD2WmgQ1KCpU854Wq3lQzpZB7Hj6MYd11nj2M8b8638Nv/d7sHooF2egAxKOYPENXS3NlhiXy8qtZbpd5nOLhENrpYf2JELqdQmgO2Ul4bAw0FrPHwXQFeEz0OKgWQNdkPTK9dfD2S2F5CIMdAwI6ATBwH2OSzjkPR9u9rzkW6OEQ0ufVOy69dgxHoDenXhFQqLf55UtbvvuNDM3x2o9YLWTzVLU4Cqog15f55Q46gFoL2lRF9ibCzMDnXOZqv47m2diRXUA6irBrLM+sks41OVPBrNAAmscVJSyU69gjlUDnSfMQG+qHTdVxjubBSenVtjB/qAAdLM+561vlbuvQ1H2QLYv4bAA6EFg2z7SXxYOy2dwe10twN04CAWVUDqNjDFWAD32vy8q4Qi2p4qR0kOXSvD850tDhf/U/XYjA/1e8UXer2c4JP/jAWgRK2wVBdC2JEJWVjjAOc6dmu6dRBgE0OV4PocHoMcZpk7GWOjHY6B7SqO9K887qIEuFiHPJFQvYKOdZ5lNKwNtKk8NfqXLYWcaWEwZFoJactZuG61AVRMAyqQiIV+oWpxJl5s9GGhN7MiG6PGwuI5jx+S88/Tnywnnns+GO25/kqeam/gAupeXyF4z0Jbxv16a0XHkw6EJotjCWs1xu9uOMYkQFICe1X0bO9Wf9QIRAnmNHX/cDALokAZaXbsXn/yk7KSvehUA3dOyz10wgA5ooP/zf4Y3vHbMX7/yP/FZ5wSf+8wo+W+vQKQA+mJiZ4d1Vlldlh2+0iqENdAGr2EdpcKckZPDnckiDkYmrZbzsrrnLskSjmEm2Qe6pB748Vgx0PGHlEqFZTbZXJff89DuMteV/CpJr3oVXHNM6cjaAQC92+R4/rQ30XsA+pxvtTUQVcplPx/AO2+VrOEz0BYAvRcDXRJMyEs7P8MAEwLQvZ51wF6qT6WjiKKX9XOsiy0AtA7LEwsy0Pd+Tg6Ut93q8uM/Dq9/PSwtCflZwSTCwGkLAe/9Pal92wtAeyxgp2NnoLWGexxgoKNbtfk8q7kdBtMCu7tQxGxjV6sFWED8MvDlsl+a+qy7Jt8PUq/9PoO8nB1PnIAz59VkrkGTheWsVIQ3IVldOCry9+HWMHHhWSxLAK0n2jGl+DG6zHNv6n1fPrLN6DHQartay1ZXm+GMQc8jWL88mTDe6bMxagQAtJKMqLHf5PQAkM+7Xglvk6UV+BZ13Y2RVdfrSQr6M3/xZmKgczOvhLqVgdYAWvcF5cii2cFsFpyM6nxBby8FoDVwKZdh6Poadm+nIXDuuRwU8nODC0fE3kwlIeudMFt1VU8PP5n4EpVCuNPkGhIRzfpjmM2MIM1vT7+vd9TzX6/La/uX/xI+MLiDUxthtOCub/A3wxfwkpfI388MFXrSpacNjiwegB6G9fAxOeDKCmuc59yp2d42dkEAXYoDaA8YjnMyidAi4ajT9YgP7Wus9cUgx7VGps9uX56s68JmXyYva+S8XwBdWpQnNepMrAw0SAmYz0Cb5TzBRYmvgTYw0EVHlg/3diMs7RQE0N0uD2VOcO21sh0OHS/QoMO9J6uhvx1M81TyU18DvY1cWYYY6Pi5N6oOnXkN101IItRzXIdkBnpWjQFoPYZBAED3fIZnovIyQgy0HiCDOy533y2LBV13nWyWc33v7y4oAhro7/1e+P13FbhnfiMAg0fi9oBXOlIAfRHhbu+wyTIrq/KhqVQFA1H1GWiDTZMOLanwtbjxzy+Ws3JV3e0ytzDQIQCdZGNXEZ6DgY2B1gB6Q1XbfbS/zPFKuLNqv89Bxx9cT/eaHCn6JXqP6MTiHZVYNJsxoOINPKHzjgDo4AAaHagSGehyVi421BZeBifE3MUAtGVxs9RyJAOtJjdPwlHxb1DzgARfQbLtsTPyOo5d7x9Xqciyqe52MIkw9HXc+YoCq5wPSDjMGrgQA20ZQL1kwyQJB7BW9pG/TcJRq2ekflUnESoAXSrJiahSgdNj5fAfXEn0+5539623Qrst2Fq8QXrh4ssTYgC6pgD0YJBoYwcqI18BHePCU/WFWtnAoKnwGOjejKknGQl/mAegFaGoAfTKYsRPOQqgNzc9lvHI934NvPe93vfpdpzNzRroXBaPgTbJeQDqi/JGdzYnXtGVqAbak3AMnID+3gSgHZ+htTHQBRGWcGh/+CV5Q3I5mAl1Q4MAenubHjXqDfm5EkCXvJLLnoSjGP7CasXdU8LhAdqOtn80Aw9PW9/t2pMIm3KgmfYnVtDkt6f/HRo3aDCoAfLH1q8J/e09Z1qsTxf5uq+Tv3vARC8k5sIq4ejrHTpLEqHHQJ8XuGpnKlMwTCa1Gnl8LX+mGEc03vM1yTKbi0QJx66qFNnry3tbDeNEGrk+nWHBu8ypk2VFbHkNGU8iNM9dnoSj6++qRe8NyCJLI0r7k3D0sLp+AFTLDhO3wGw0My7SbQD6Yfe4xo0IATeXHuKe8+Gkt/60QLU49TXQO4QAtG38b9TnOOQYDu02dvsB0M0mtMcV7znVxE2hYgDQw0XvtSiAHg4JN6iOzU3pda5Ylu7GKHYObG3BT/xEsp7ZkET4idPSBnO43jX9xRWNFEBfROye7jGlwMpB2fkqFRi4ZV8D7ckEDAx0CUZO3j/GJKkowVgoCYe7h4RjmPWZV9OquuIXoZhbSodTqbDCBpvb8u+7TplmKVxURNsYBUuSbo1rLJf8Tq0Hh7ZT80r3DkV5XwDalETYoxYC0EYGuqIAdLttlLtYGegIG7W06BoBdKEcANCHZaPvbvps1GPnigjmHL7eZzv1hDTe6gUAdKQvVKsyCW00D3iCG9wZNAvY6ViTCD0Jx2SeyNAuV3wJghVAN1QREc06KuCgdxGe8xz4q88dlwcHVxKDAYOcbOw77pAv3b/0Ii8b3SbhqFRlRU13MLQCHS95R+kh57YkwkqGESVqJQMAUFEqy/MY9Wae60eUgdb9Txc/0Je5sBiRS1Rk+3kAutPxMvKPvPoZcOedlBdVMpSqXmdnoJGWcdit2XQ1t+7OjJnqglHw70kOhkEAbWJo514FSCsDXRBy8aYlHBpAL8sbks2CYwLQOzv0qHvln73nYUdVD9TuJ8XwuXve9sEkwshC1wPQSuNt05R70qBOx9dAR6/PA9ABCUc0idBrT79P7fZzlDMjDxw885myouDHdq4P/e3HNuSW3Bd+ocx7ONVWg7YG0E783L2xb6QSvy2LZg2gz2/lkl046vVQMm2ihGOaY+pkzRKOQoGW2GV3IP++P8pQFONYmzbyQzoj+UApgwlWih1fBrdfBlo9p8Oe41ciNKwPSmVFEHkSjr3kjhi/D6Baln876CkXjthumfwZBNC72w7b8wWuvdY/7ubmae7aORxKLh44RSrFOY2GbAoPQKsdOlPlQ5BVBkHqm/fUQHfwJByZjBsaI1st6E2LsqaA48jxgTCAPnBAelWfHi97hUt0YnOhIPvmYEBgEg/khLTb8ksKBVhZ8ZIInWBX+ou/gB/8QfnA2GIy8Su/qPjoZ+W8Esy/uloiBdAXEetn5FO4clgOFJWK9Cadnlfb1ROtgTZpkuWxo6F5UAdVftot7o+BnuR8XZcpQaQqBxi318chm8hAb+5IMD6aF6mUwg+z1j3qrTuArUmDpbIPykolmbzTpiXTwxUDHXTy8M9bDsQmfeKaqrtwjgNeNUawMNDVnMdAy6qN4fOOAWgvaSXCQC+LEID2JBxVH121jsmRqn3KX3k/tlHiEGfIt3wqxpuQujMrA002K8uQj1wf9JokHBrEdLtWDVwmIyuvTceuXcIBVAPGCAXMGuj6gl+1C2A0kOekk0nf8Aa4+3SL+7gxVpWyn5GuBDffLF+6r/IsOHkSsAPoaiPLnCyTzsgo54FAe+5OfAba9NxUckwoUi0mAGiduT+Ye1X2os9ptOKYV3V0Kbr7EdFA93qyEhtw/Lj6vgMt+X1n1Njgmhc3+QLyPk+nVjlPY1UD6OneEo6Rm8xAF+aMlDvPzOL6EWWgPT38ctU7/v5HigwDtocAdDrsZhep1XwGOvj3noQjykDXhA+gtfOChYH2XHVsADqw82azUMy15AMxU/7pJgY6WhYcoDPM0Sj4esxyGZ6xeIaP9m/2/3A+55Pd6ynnJtxwA9xyC3zys6oh1IrMJOEoFmXl2e6k4B1jOncNoHf7ebY6OTI4sQUJAM1mGECX4gy090xMs0znWfImAC0ErVyf3ZGyeBzlqGbiJZYbhTGdiTxGA+jlkj9expIIbRpo1VSjvpPMQFczAQbaLOfxNNCDrPX7IPDc98wkRD4P2cw8BKAfXpfPQhBAP/vgGTamC15BXoC+U6ZakpVRWy145zvhfOXagITDPP7rXZzu+tDTw1s10L1soO5A+LN0npLOBdIAWhcK0te3WhtwmkPy+hyHievrqb0ChFGhPsh5U3/J4cNe/kgoP0Qf/+ijnqZtOIzk3o7HMZJMX/dgN0zqXQ2RAuiLiA2lFda2Pbo/aV9kx2KbBFCqhDVkRl1XCSYUcbu9vTXQ47zVCgigXJUAZdruW5k7D0Dv5j2tZrkcYUZUBcFBT37XZALdeZXFSljY36pOJYAeDIwSjmIRMmJOf1aQk6RmvwJAYHkZKhWXh7lubwa6lg9JOPYPoCMM9FqWbRaZ70QkHDVf11i/RgrYds/6YOHkVpWjnAzZlQSTcpjPmVCIA2igmJnJAUYDaJOEIy88F465BeiAKsQxmSdKOHQBDIAiI7MGupVnSoGJsuoajjOUshNPFvPa18qff83L4gBa1KhUJHgsFOD+zE0+A20BAtpTuL8z8UChbTId7k786zMx0EpSIdz486Ij6Avua6AtgF3v0io/6MZKWONarEYY6F6PP+CreNrRAdcrMrJ0WG7lDs/sAIqBNoD/XE7d5+HQLuFQ5ZA7bdeaGLdvAF10GTm6QIP53uSLmXASoUog1ovpnR346CfyfB8/Ha5Q2u1x3/wGTpyQv0cBtF64BB0AQOpp+3rxthcDrVwxZm7WKOHQxAGdjt2mTy16p4NJAKRZNNBD/zt2RyWapTAbdv3iDqemq/4LgwGf5JncdmiTbFYmG37yrpy0XNMMtIF1FAKqhSmDiV7cWCQcy8usIW0JPv1wg2U2yRYNHavVCgPoShxAe4sSJyclHBnzArRVHNIel3Fd6I3z1LIGAF0a05nKG64lUI2y//35PJRL8zgDHdkR9PrMYG5NKAUoVbL7Z6DHOev3QWBO7ThGBloIqBTnXm4OwOm2/KOjR/3jXnhC7kR/+MP+awO3REXNqTs78LnPwffe802hJEKjBlo573TWR3tLOPpZY+Vb8LGtnps9CUct3B8OLww4zWH5DE4mniWeBtDdLmYArRlokABa2TAaATRw/pNnue02WFhwQ0n10iLKnHk47MRtSa90pAD6ImJjQw7qK0fkjf7Kr4Rqfsz3n/5uacifpIGuKgCtsIeRSdOD9u6IuSuM1QM9rdwknyjh0N832BpagYcG0N1h3tuurkT8nytVtQpUAFr72i7Vw6vCVk0x0KORBNBuWMKhJ4g+VRiZWUch4PhxwSPZ68NJhMK1M9D9vlHuUq2CEK6UJSQlER4oMCfL7nm5IPB8oAMr9OyhNRrs0j7vjwqPtetckzsTqprk20IJr+RywTAmyGIPwrp9DAEWMEHCAaoU9GTOfKqSUw0JpRqsAhRdi4RjQV6v9nkdTrKUc/7Adc010KrN+Ay3xgD0QFSpViUQO3EC7hsdl1uUg4GXIBdjoJvyhcHudG8GOqCHND43NeWH2je8qcID0EPX1xFHvi9aMKGzLvtEfTX8UEQ10O1zI/6WL+L1L9v1ukPpiNSL6/LGjpsxugl493k0sko4NIDv7s6tenG9vpyM53sAaL/ojFUDXcyGNdBKvqXHAjX38wnuCAHoh9er7LpNT8rj3T/FJnrnHmWgq4J+th5OIowsPPXjPx44nvOOkYGuZv3cD5uEY1Huj08Hs0DSYvgYrz1H6n64Lp1JKQQKQem33Yq3Z+12unyS27n9mBwon/c8mE4Fnyo+33emsZx7JT9jMC/BZGL1BKdS4UBRfs6nH23KKpmmlXWzSS5QWTBbjg9EQkgbzyFlprO4LltHqzTEcbP0+9AZl2jkTQB6SmcmHyA9PATHf3VKe0o48nkpJxgN/V0108KzXM0wEpV9MdC9cT6ZgdaL+Y7dYnapqZLNFYDe7Mr2VCYjANx6rEuZAR/6kHphKue7aiV8r+eFkpdoPrNYczYWfOcdm4SjWJTjf2eUh/HYuOMZAtD9vtefC9XwgUuNKTssyJs3Hoc8pbV7XUzCMZtJcKy/5MgRz8owBKAD88Vf/OGQz3wGOf8RkHokAOhBx57bcqUiBdAXEVs7stmWDsvZ+NgxeP1tD/Bx53apuUsway8rFlBXmrIx0CB1fs48Y5RwlEpygOlNi4k2dpWGAihbwz0ZaIDHHlPnWTVva/cH4clzqRGeSJp1Rw6OY5nZPnTLsWIs1eLMs6uyMWnXXguPiOPhJEKDTVOxlmNGnnmnZyw6k8lArerGGejI9y0fkY2+dU4VoPAY6ICTw4EDMhNdVVF0XTjZbXG0EE64DAJoj20zLKaKOeVVmyDhyBUycmu/3bZKOEADaNcv8WwqmND0B8uCBUDXW/K1rrKpGk5zlHP+BCwE3HrDSEoVogw0VW9sfcYz4DObyrbj5Em7BlqdU393ZvXr9QHY3JdwmFw4FJvSHhjofn2MZttGeDri6NZ3sSifreE4IwHTxoQMDpXVcHGQopp89CRx8jEXhxzPut3vg+WjCkBvSDpu5sZBmjwHJdXRDHTSdm7XXtnRW3yrhVm0iI93XEn4/ts2BroUZqCDjizBOJQ5HwLQnzgvEyljAFpLKmwSjir0M3XPxk4ulMLPjRBQzM0Yu3kvMdqkKS/XszEGOibhUM+2ruBpcnrw21O90OuxS4NmNTyZe/ptxbINN/u0WeD4QTlWPPvZ8rhPl54bSCLMGMu6l4uOPPdez2OgTX3mwII8qbPtsmSjLQA6rIE22yKU8g4jSkxngrzBjxigVZbX0m5Dd1KkkY/bijUqvu2a7hJR4Nhsij0BtBBQzkwYDoMEgzmnaJitSgBt2bkpFKCQndGbFBMBtJcov9E3LqZAJhJvsOIB6K2B7ENBAJ1rVLiZe/js/fK75t0+I8re2Ph3fyd/TrJlOYmoczcy0Et+4rBtMSUENMsTOcedPs2IUqx+Q5SBnqhE3qCEA6Bedf0cGMVA57MyMb+u17blCAOtkwLVl/wX91/w7tmXyGsM8muB+WK60Q59r1e4cTLxVq26/et1pU3vpgD6KRE7Hdlsi0v+A72wkpWd88yZQKUtg4RDA+gN+QCaBgVvku9Ombtxr1AIMLlOkbljd+GoNuT3DbZHVuChkwhBggCQ7gihz9GJVYp00AB6sRnu1K2GK9tBAeiBW4oxELXSzHN6sAHo48fhYeeakAY6CnohAGJ2E5i7uuv7QHsDaFTCIZ9W7YU9HcgnP18PrIZXV6kwYKCKwEwmMHIKLBV7oc8K+ap6iWoWAD3NBGQJ8cm0UBCM8zIp0+bCAcqtY+ImlqoNAugiY6uNHagFnusynOUoF8Jbus+4acZdPAO3FwDQg0Fot+GZz4SHN+p0qMOpU1YJhycN6jrWvuC150y5kZAhY9iWKTZVoqvS1//ckZ+MHSMEFDMThiPBr/yVTPKKsrhCQDk/Y6CSb7s7Mxp0EK1m6Dg9+YxVRT9tA7l00AcpJVUKWpfBnlm0nLl8JiDhMPfjYhFyTOnsuswsrGouJ3dcxq5kjq0MtEq41F7zYC7QE2KgVVKlvse6cu96Zs3XuwCf3DpCFodbbyV0vN5q956JcvjkJQitRRhow33Oz+Wu09YWM8tzU67n95RwZLLStWc6mvnFM6wLEvXCzg4dGjTqkZ0u7SajBJ2dcxI9Nhdko+riSduFgwEbOzP4rxTnnhe7lYEGDqz6fWSVdTPKjgJoA3AEWZ9gRInxNEMxa5FwVOXntNvQmZWpF+JJXY2aQ0f5r2u8FHPqaAo6QgFobcFqkFSUcxOGY4E7c3AMuxEgx4ZRpuJJOEy7tQC14pQuNeZDec5GAK3Gov563zpXrizNwwB6WCUrnLAMoVqlSl/uuBDwT6/J7/yCL5DOLVtD1TDDocqNMCyal+Q5dbb9JEITgdKozuSi5LHHGFL2rD91RJM39ZgVlXDU6ip5v9fzAHRBJSF75hsi4sKht60VgP7fH73J+zztluMdrzrDmUfCO9cP3K8uTjHQ87lPEtxyi6DE0Etov5oiBdAXEdudPFlmHtgAaK2V6NDEOXU2mYFWE6ouiW1k0gKZ5nOXxEGhT5X5cGL9Po/h25nYGehajSUkIj75iGKZquETKxRkotpA+ZNub8kHcGkh3KlbTTcs4ZiXYwC6Wp7HGegIG3XttbL0aHtXBBjo+ARRrKtSu7sjq2NJoyn29IH2dGSq+txkV96fQiNAtxWLVDJjBoqJ05ihXAp/p5cAM9kDQOfnjGeZRAa61YLd7CJsb1uBDqhS0NOgB3n8mErLHyyL7sgs4dAAujOH4VAOxoXwIunWW2GXFqfPqGuaz2Up77nPsuhE609zmwQxFgmHPqd+x9lbwkEZNjcTJBz+DPu2a/+A7zrwe/GDkEVE/njnpfzuh6XtmCn5qqJZwG6XTtuhTtencfT36b6nHCG8pKnD/qLLk4xsKwcKCxDIF9VOw2hkLOsOEtjXs0O6Xdd34TDoNAtZmUjktndxyBn196WK8AC0LIftxAq35POCaaboA+gBZJl5n/dDPwRvfKOf7Kvj/KDOcrHjXbtXwQ251W6XcEBfF/GZTOS2vSmPpOB6ANqaRNgs+Iy3hWEHyDNlGrB/jMprvPunPLPpdtmlSbMRPq5SyzKgynxX7jRo2Y8us1wuy23wdn7Fl3BYQFO55HoMtE1+ArB6MEtRSICybwbaRKAApfycIWVZ8MPiYtOqydfbbejOytQjTk0AjZrLiDKT3sSXcNTC97DZhN3MgkoiVOdlus+5GaOxb9NqZaCVhMNGNoHUYXdo4PTlfTHtZmqnqf7GwLp4W1kREkCr/r45qbNUHoSfnWqVMkO5Ywb0N+VEUa3717i0BFtDP9nCsbjzNJY1gHaYu/bFVKM2l3PcyZMy76gaPveYhEMVkSrUw3KJel3EGGgNoPUc2XX0drS6wZqBVih9OhWcODbhFbyHcS/QR/p9eeFra9rdlGfzMQAe/IwaPxSADm5uftmXQSUzYhB47WqJxxVACyFeLYS4XwjxgBDi7Yb33yaEuEcI8WkhxF8LIY49nudzuWKnn2cxuxt6aFqHVILPQ5vGQgE6Sg35QPQ2FYA2FVvREo7+TFqzWQa9alEyufOOXAlmKvHCEXpbqt+eKhs7wwcViyzkZe88/ahKFKqHDxRCdWKlC9VSh6XFeLLCXgz0fgC09pQ+tVP1tV+GQdYDMZ2xknBYALRoJtrYed6/Sloz7cgHOh8E0EAlP2UwVBZLCkBHt8uCDLQeqIwAuuDKKorjsVXjt7AA22JJMtBqbogCHdAFV3I4u7IvGJMIFwJVwywAOuSB3O9LAF0Mt+mha+SJbqyr11VDDJxiiIEG+CS3y/tsSyJUk+ugH2BVbQw0ZQmaLEmSxVJAhy7MEhWQE/PA8dvC9JyWC4oF7Hbp7Lo06IRLSAJFVSRlrBZbm9vy+5eP+n3GW0ztDBO3onMlpTfu9azbufrcx33HykCDz9BOtyQbamagsyEGOovFQlEUfAnHSFDJTUL978ABODdfDQHo7rgY0seG7l8QQJcMDLQrAfS825dafoPkQJdsZ2vLagtYbuZxyDHdSQahOTH3/NNN90Y/2zqpj8GADo1oV/C0/MNNOY52NiVw0FvwQqixMbsYSSI0MNBlV/a9Xs8rN2/cdVpb4obcwwB2DXStFtqtMbUBQKkoK/oN5iWqJXPfazXk6+02dJwqjVI8qcsDWecHvoSjET6vZhN2RUve5yQGOj9jOM0lytLKZRi5QReOeHsCLFSltlcDaCMDvSw7an9rxNzGQK9l2GAFt9uD8Zit+QJL1YiURQFovWMz2JbvazklKADd151rYF0011bUOXUcu6Uh0GgID0APMzXK5QQAPRgwUcSwnj911FsZ34XJk3DI8/Lqp4yL8iQMDPRkAg89BK/5qgI3Fh72vOblRfTlQ37sGGc2C9xaf5h/4HkUGfHA3aoNFYDWH/1LvwTveIeU8+h592qKxw1ACyGywC8AXwLcDLxJCHFz5LBPAM9xXfc24PeA//R4nc/ljO1+iYVc2NS7dY3sXbsPb1vLRYNkRkAywpDMQI96M+Yz1+zvCVSLDn2qHmjKFONUk7cttTOx29gBiw2JZM+cUr6/DcNnZUf0x0rqoAD04nL4A1sLIsRAD+fFmGayUXe9lbBt235VJbRvdEt+kqShUIBnJdad4MzmRkan0RB0Mi0FoLUG2gKglaXOtKMY6GYEQBdmDJSHtc2xJOSrqhjoQtEk1XEZO1nJQBj0niC9tXfmTdjeZj53yWJmh3I5yW46bdkvTZ+VX/C3TArzPRjovvABdIRhb63JDtreUa8ruqA/K3oM9OHDUCi4nORochKhzkfpuX6xlSQAfe6cbCvTYipAppSF+fpASmd6jr+qMzLQ5QCA7goJoKMMtAbQaptyc0de3NKBgFRGP8uDubSoI2tktvLlvOe2IiuqmYFAMT9nPHCshWm8Yygy3ZZ9wchA16Tln9vpyoIeBt2rB6A1Az3KhBJKQQLo7rxGP5Dg05mWqBd95ikKoKcW95NqFfpzxbx2JfrKGXyLvZLtejFltLGT93S4bdd4A+QzM1nYxZJEmMlAJT+hPy/BbMa8P5QSjkb4OA2g++sRAB1wbllYgLZY8CUcNgBdVW0VKDRi7MorKxxzJIBeYcN8kBAET1ZXi41GuagYaKqeW0Q0ggC6O69RL8fHokZTtvXuuSH9vty1jMoEjEmEBgBdKswZznIeIWUjm4auqgNgq7QLtOoyud0ZKAmHoam0v7l23YkWKQJYOZRnTIne9gS6XTZZZrkRYeJrNSoMPIKlvy0/r9r0v3RpCba6BVxQ479Fy68sIwe9eeIOZKOV8QF0thqfcxtS2qXnXS3hiI5FtaYcFybtgc9A58MSjm5PyIkiAqDPTpcpFuVa+tprZZnw8SzwQPV68u+e/nTO7pY5mF0nkxEc41EefVhN8koDrT9az0eV3MQj766meDzP6HnAA67rPuS67gR4J/AVwQNc1/1b13U1dfFhUFUIrrYYjeDBBz2WZXtUZrEQ1r22dJW6k12PNTAyW6rCUk89pCbrIY+BnsntK5turVaWANpjoA2HVRflAD7YHkkGumgGFQst+UCdPi0fqKBeVkclN/GYmO31GXkm1BbDg2NrMcOYkvRpnc1CrKSOg6uOt+1rY6C1ZnCjV7aW4oWwY4kzdoza2EaDAAOtPstSfa6n7HcmXXl/dLEFHdXSzGsDn4G2SA6mOT8Z0TAYFwpCOiGMRlYAvbAAO7M67OzgOGaJCvgFVzwAbQBp3kWiGOgkDfQg4wPoyITaXJZ9w6ujogHWLO8BYiGgXnN9rfs8g2Ae+0rP8aLvW7NZbewow2OPybYyAasAgK6IofmBQG5X77Dg/W58Tkt+0lu3nzEy0LrKoCfh6ORpiE7IaTGblSBtOMniTqZKy2kA0NW8lHDs7uI4rnWrvVhwGY9df5fLAAoLeZhQ8Blok4WiciwZ7wysuQP5vLTT1LPZYJylko8DaIDzbb/xu7MyjZIFQLfbVvlJoyE96KedITO1A2RcKFUyEkBvbBit5yCgu26PrRpoUMm343mi00OlMPOqZfa3x7hkPG2zd4ySImm2UUvBggC61YK224xIOOLfV65kvMWbLvZjA9DXzh+Q10nZTi8H+u3Tn24+pFSWkp5gInA0Wguy3+7sQJcajUocQHvHnBsxGEBVDBDV8BjaaEBnXgtpoDMmsqk4Z+QWcXpyoDW6WpVhNC8ESnlbGOimfOaTAHR1TRXKUi5LJs9sXTxtY1NAr8cWSyw1Iu2gJRxqfhi05bNQafqft7QE42nW85SeuTmjC0emUaPEkEHPYT61Gw80l3ISQHc6DJSdaOhzMlJe4zHQEygwju1m1hfk9XW3JgEALdtUr8O2t+EjhZf6Eg7Vn+8+72dSXnedXOhO5oGT7ff5m8lL+Nb73sZHp3dwaPQQ3Hgja5zn/Hl1IhEGWk9ZlfyU4eTzC0AfBk4Gfj+lXrPFNwN//jiez8XHRz4ifbmUsePOuMJCKWzho8eo9vqE2djMcgKUmsqIfls/pHYgMKLEfO6SMWUdAdXKXEo4urIjGwcFBaD721ImkCmYHQoqC0XyYsrpc7JLlJvxwaOS9/1Jd7cdmuwiauHRtrUk/7694zKfOgzncQnHwQMu5ziA0x34CZc2AD2o+g+TYcvQA9DndpgjjNrYRkP5QO/uWjXQ3uq6rxhtxSoWF8InXym59KeybTwNdNUC+AIMtInlLJaUlZjHQMePWVyEgVNivN1nPnWMQAcCAHpHgibTZ8UAdAID3R3ILbodFojcYn87UCXTMhhwHzfyyGY9VFCgVhMhAG2yx/IY6IGwSp9yOcjllC705EnZVobJbb8MdKkQPo+oHzGo6qKagR7kqGf6Ma2OTlr0AHS3xHJ2J/59uRmjaRZnJPuvSQOdqxQlA33+vFXjDarPuAVm67Iwi7kQk9QIT3fkg2NkoBV7PtroqnsTZ6CXl2HTaeHudmRC6TRLpRg+zit61PGfk45TDbGTIQDd6fgSjsi56361uwuz3sh+fapkO+vrUnZh6Or6O9/6N9/A1qhq/SyZfGtnoMHf6WMwYHdLXpf25/WOCYyz4ANo7d2tr29nVg9IOMwJpZV6wNt4Ln3zTbItVlb4YX6UN974Cb6O/2MXOAcA9GHLDFyqSknPgEosgdz7mEX5+adPubhkqFfjz/PSqjxm6+xU7ti7/ZiPXbMpGWynNwwQGgYJR1E+87MdvatmOO+STOR2d9pWPTyott8LQK/KftLZVs+pwTN7ZU3e941NAd2uBNCRPCAPQCvGVO82azklSAANyOJdmoE2SK1oNmXienfujR9GCcdyQbL6SE14lIGWH+V6zP9kCkUR17BrQqy3M/Vs7DSA1tPHm98ML9j4Ex46p+6rAtCP7fjzy/XXy93hmZvzdpDp9fjVzdfwyx+5DYCjo8/5AHpb3dzhEMrlOANd8ImrqymuCkgvhPh64DnAT1ne/1YhxMeEEB/b2Nh4Yk8OYsbh29M6i+VIAZGW/NnuZHzNloHt1aV9ezvKKzrB2H5MUYJeCwNdrbiSgVYA2shAq8QFTwNdMndC0WqymOtwel1VVwzoZb3PKkw98NjtzGViVYSuaGl2clcwmsrrjwLoQ4cFDjk21+e+Z3bkvPQAszGseZWKTFuGXlud3bayuI0GdN2a3PLVSSSRtiqV5ETVHaqt2LYcrKorEQBdcRk4sg08CYcNQFOSCUpYNNCljF+GnKyRNV5QROnOtst8PLEy0Lm8TELzALSpzwQkCDYJh8fED7NsnRnzOZ7Gs28JLxa9vt5Vf9/v81/4l5SLDt/1XYHPakCPug+gDTIBj4HuOj7TZNI6qsQq99HHcMmQ2QNAVxjYAXRE0z3PGnZbasJL5OqMCjQMjgPFlrzROlFms19mOb8bP/f8jNEsy0w5uxgZ6FoRhxzumbNWjTf4fWZ2RlonmgG02BtA6xLj53eNFfEADh6EsVtkZ9uF0YiBW6ZcDB+n7bu2+6rxZzO6bo1Gxb/XIQDd7zNV8hOrV203m9gXiiXBOFeDM2esz7z+zr84dwc/ec+XWz8rn5UVKeeTmdS9mtxrSj6A7ipwpZk6HdUllYCmALS2gWwcCAPo9qTq5YeYkhYByo2cXLydPWuVqACwssIKm7zzWT/FIjv7AtBGII5Mbu9Sl5U86+b5Jt+sUKXHYw+pRUQ93meWD2g3oxn9nkuFfmyO0KfT7QZKlZvIppIkkZwNtVg0kE3ebu3QkTs3hvsHsLAowhpok33sWhPBnE5bEWAG/b1H7OxkcTtKwrEcuT+1mgTQijHVBYj0IgviANq2ECSXoyKGUsIxlu2eKOEABsQT9yEgr+z3GU8yFESckKqrpMXuzsxnoFUz6LlBJ0vft74o/7O7C0Lw6Lp86N79brjpJihWZCN7Djb9PpNMiVzO5Tf4Br6L/wrXX8+aWOf8rrqRCkDrIjwaepWLcwZTuz3plYrHE0CfBgL1eTiiXguFEOLlwL8BXuu6bnyWAlzX/R+u6z7Hdd3nrOge/ERGBEDvzOosVsOn6rEn/Zy1ohpAaVH2bJ24mq/YBwXNCJhWkwA15T2q9YKmB8vzb96dJjLQNJssiLYn+tdSk9BnFRwGM7VC7bpGAK2zzjsdWYQD4r6xB4/I18+cFczUoBCVsuRysFTssj5u+hWtDFuG+uEen9uR12dgXhsNyYq5W9uBJLvwMUJAvTCmO1JeoF35XVHv30o1I4scuK4v4Yg4lgQBw6StkhEN97lYVgB6c1MOoIb+sqjGqO15E6c7tEs4irIQh3NKpjdn64YR9NAh/7stDLTuL71xng/+o+wDL3lumKloNKRPclsXLOn3eYTj3Hpdn+DjWasJutlmgIGOA2hfAz1PZB11aeb5STmEmCa3IEFcdvtm5EjYNeUW7uLQjfX4MdWsx0B3J8WQJEGH3p0Yq7LSm6Mqy8Vu7LhS3okwafH7rPvH7Mx6MgNdkezr7JwkEowSDg2gd1XfMyzeSouy4cebXWaO2T9Xd5czO1K73KNGtRxx3WnJn+2hAgf9Ph0a1GsBL+wIgLb5Mnuf1csx62qbz/j1FYswylXhs5+VrLFBzhMcczLYdcT5nBv2Tzd0marWww8GspgPYUcbCCSgqYW3LiShx0N9fe2xOrHdXaPvtP5sDaBn5KwJpd7q5dw5+XMPCUclZ5xeAWm3uI0cbCp1y+dUq9TpcuakbIN6LX6I1v9vrc8Z9ByqmBlogN1uxt8RNEgZy2XZZ/RiMVuNkzrBvuW4GaPVKcDCcoYhFYZb9t1aUSlTYUCnozTzhu/TwHenk6W/MWBKIZYHpBno0STLfI6XH6BdPoKfs8WSlLLYLGaBam7MYODiTGZkLDuQjYaUW40pMHRLRszgAejBgMlUGAF0TbHkvV0nIOHwvyMY922rRKV2GxoNHnlUcPSodM0Av0hLEEC3nQbPfjZ8Q+vdrLAJi4usVfvsjCrSM3o45F/d84386Z+q89EMdHnOcGb2ML+S8XgC6I8CNwghrhVCFICvAd4VPEAIcQfw35Hged3wGVdHBAC040DbbbFQC3c+b/Dv55MZaJUUsN6RD1NwgNURZKB3adKsm0FTtSY9G+dDM6sKAYDSdSXDYphsAGg2WXS3vV+DD7v3Wsmhr9wLej2o0YsB6HpTnkS3n/FWjDEJxzXyQTi7nmU2VAy0oa1Wyn02Jg2PgTYBaF8DLQvFmEBovQ4uGfqbQyuABqgXJ3RnJVk5atchg0PxwELomEo9402mHgMdmXCCg7oGMdFEGvDBkLdtbzh3j4FmgXl/YGWj8qrginPyjLy+hkHIGNi/Lc7NGuFMBqq5Ed1xgQ98ukaeCc95TvyYRqZPu6+uqd+nTYtWM3xutRr0hPTflgy0WWebFQ6DnpsMoMuCYbbuX5/FncE7vr/lrz4isdSSE1oz1+Ou6gtixQTA30af73bpTkvUK3HwX1qqkmVGu618oMd1lkqD+HEF6XAw25Yd2cRA69emZzasch7wK2/qAhtGfXNZSA206ntGFldVURxt9nAmjlFK4AHoTg06HfpU7XKekWr8Xo8udRo1vy94z0NeWkl6eQE2Bnpex9lq28+9CONsBe67T+nh430hCCBKjK2flcsJZjMXR1mB5kwMdFnu9NHve8UcoknWngZasY2dniDPJNQnW61AO7XbVslIuZaTi419MNAAnD6tL8Z83Fvewn2v+hc8+iefMb+PLPC1hUR1QalBKGo16nS9PBld2CcYi4fkvLG5Cf3u3Aig/dLTmUQGulzNSGB8Vu22VONzUpBscsgaPwegtSrbXV+jEawKQUUM6Y7l9WcrcQDtuYz0Ml5F2oXleGZ0BfnsjUZ+ARC9SwERAN3rqb5gvs+VnHR+mo9nVgmfXpR0aDCYWwB0S9DOLCoJh6CYMTDQWsrYdqwMtI77d1UChCrj/cgjsn6DDj3GeMVUej12ZnUWFoQvxl9YYK0m5+T1dXAGY3763i/jF38x/J2VpQqD6jK+HuTqiMcNQLuuOwO+E/hL4F7gd1zXvVsI8aNCiNeqw34KqAG/K4T4pBDiXZaPu7IRANC7arKMFhDRD1Z7WPAZaNO2lGKg1wfyM7XNUegYvZtBWQLolvm0qrWMlHCo22gaFAoF6d2qa16YnDoAyUDPN71ftdQkGLXKnJ5bhemUbi9jBtCBTF0bgD50XD6RZzbyvoTDAOxX6kM2Ji26HVdWgqsamLToAGoAod6AvT3D6SQA6IojPTC3txn05lQYICI1zSv1HCPKzLd2GHbkABSdTPN5yGZkVrtnh2fQ2RZreaYUmJ9bt567x0CzKH28LVuwOVX0wjkt2SgTo+ON2kDRsUscGsUxnWmZcxs5DnKW8lKczW7m+uyOfNaxTYtWK3xy9boy3VfJoiYALQRU8xOpge7bgU65LAGYM1Y6QMPkFpJw9NZD1xuMtRWVVW7wdva+ry630XtbKmmsFgfQmUaNI5zi5PkC8zmcnSxxqNaJHVcquLJ/qgRPU9KiBpOzsxtWOQ/I5L8xRZlwSLJGOJGB1s/NZo/Z2DEy3gcPyp9n+zJ/oE+VakQf6+V+jGUfmez0GVMKgatsVl7fMNfYHwNNi9m5Te9vY9dXhHGmLL3RyRqZwiCAKGJfmOULMndgtiG160YGOlAkRTPQ5Vb4Oz2iQrGNnX6ORqYXtjptwXiWYxSQbRmTFiuSTXROn1NJkvFjAB9Af/azco4qWBi6N7yBG//iZ1l+9XPM76PcLJD3UDs3xUIB6DMb8qS140Ywcq0aTdps7WS8MdQm4djt5xOrzJarkqzw+oIBQIcY6AQAvXBUzrebSNbeyvZmR56W2NSvPCu3QZb2ukSGrdVIeykJB0hFQr8n8YB2+YA4gJYLJfM5VYoz+sOMlKhYFlN6jtulyXAeT9yHgMXsYMB4mqGQiRNSnoSvM/cBtGqG4Pj6wqX7ub+vPB8UgH744QiA1hazQzXu9/vsTKqSFLpZGbKNx6zVZVudPw+dof9AFIv+Jkvl5uMMFo9aE8OvVDyuZ+O67p+5rvs013Wvd133x9VrP+y67rvU/1/uuu6a67q3q3+vTf7EKxR6AOj1vIemGWHbslmo54a0R2WfgTZl96tKhOcnLSCcpa1Dd+IdFhhQpdky36ZaQw0wajI19S0hoJoZSmCIObMYgFaLBUcOVDmm5FtxBrNRm3sm671hxijh8AD0IOvJPaKr4QPH5DWf3S5akwgBVlpTNlimszWhnukjSgZdtq6QSEXpxeOf4wHocYH5pmTZjQBau0ZsbtLvuVTFMCYarCh2Zni2zXBHTszajSEYurKXtsMzMoWqqM7ktHITMPSXIAMtbQgtDLTyEXYGdo1f8FoKk154RAxEszRhd1aRcjSGhCoGqWgV+rRHvo9pmxatxfD512oyW5/BgNnUNbolgE4QyXrb9lYAnavjIC/MtEAIThrl7nkrA722Js+j7PStALpSk+yXTrlYbsbZGmo1jvEoj21U2NyEqZvncKsXO6xckospj4E2AFrdP6ZnN626XoBCtbAngC4oadB0U+rEohX/IACgH1tXCUzx79MA+sxsBTY2pIQjoo8tFKTNW3uiLMA2VAGRCLjSC6B9A+jEJEkYC1WGm1zi1j7AyFGMouGZ0LkDs822PMbEQNezkoFut73iGNEka3+nT77fGeRoZMO7ESEvXsVAG/3atYPImR11jIWBbjT8G6l9Py8ygvInU/4L4AHogbIyrbdMmXhVlthiq52l3yNZwjEs4DjS6k4YmIFaQxJEjpYrGUiWOANtZuH12KQZaBsOq+bGnpbYKMEsQU7M6AzzXkJp60Bk/K9UjAA66IetAfQmy9JtxbIbAaoy5VAk2tDqOW6HBSbzvIWB9u0DJ7MMBUNOipdE3gUmE6bkKQTGqx/7MXjve+GG1iYPTnwAvVk9xsmTPi6GgM3nVk/S0LMZ7UlZPgff8A3yoNtuY60liRMJoP3n6o47/K5TqYSKnV41cXXB+as1cjn55PR6gapC8cHjYHWXd3a/lPtPydHUNMnn85IRXncle2AC0HqAOakk5Dr7ORrVekZKE5DfZx0UsmMPQJuSr/SXLiInrTLDeP1VoFHHq+jXHWSTGehB1ks4jH5UsSRosMtmO+clRhgZ6MU566zS2ZxSF2bA501ciok3MRAegKaRmIVdb6gqTBsbDAZQycY1gxXFPA3Odxm1JVgw6cXLBUcx0LK/GAG0HmB0AqTh3DUG3GLJXggHuQCZkfOAle0477vnAyvAbFYmksnoz619oVUc0p7IUdrtKQZ6KfyltRpyx6LXYzrDDqBLsrCOZgGN1l5lGGZr3m5LxgA8gg4DJUZ2BvqA/IyRW/BXKIbvG1BlfUN+z8pifLKhUuEaTvLodo1Tp+RLRxbjo7xOhtIaaFN1PT15ztpdqx4elG5elJMZ6KJgkikxPSl3I/LLzdgxHvA4uaG+zwzkWuURZzgEJ09KCUczfnNapRFtpwbzOZ0N+cxEwVWlIu8f/T5Tx1xRLQgwnZHdJ79U8gG0Q5asoYBUEED05hXrZ+ncAY+BNgDoalMl9QUAdHQ3zFvIq+IZnVEhVEwGwothT8JhGBe8yo1ndxO1sQjh+wheYm5QsL20njsW1aoc81UYAbSqarvVydMf7AGgxyUcB7IYni2g1srRo+YtpmzjAgQYaJtNq2r7RAkH0mlKA2jTsyUENHIDOsMC7W3ZF5prkf6XzVLOy3ltMPBrDAXbOJ+HRsMNM9C2cyq7DGYFOf7vwUCfR9rimBjoZhN253XmvQETx1yy3WOgewQYaL+vv+MdcOedkkDsOWVwXdjd5cPOcwF40Yv8z/Lmt80u9Hq4QHtUkvfizjtlItgXfzFrC/JZP392zu7Ub6TXvMb/rHI5VKvpqokUQO83lHG4rmuvjfOD8cuv+F3Ozdf4449J8aCJVQUoiTGbKAC9atAaV+QD/hiy1LD23Y2GPgf9wO9rVW3IZJZf0vTKeQvcOG2MBJh9aji7PXrjfDKAHuboz+QDZPIVrWZH9LuOz0AbAPTqqhzw2lsz6cMbLflHGEA7mYJROxoC0JrBNAHoZlYC6M1N+sMM1bwBQC/4AHq4Kx/80kK8rUoFyTpOlEODGUDL65mc31Hb9gZw0pLZ7g9yvWIgzMxkvpBhKgre9dnYDO+7GdsBdHXGLk1GgzllRsat4VZpTHsqG3+4PWRCkdZK+CLrdQVeVJKk7Zxqyo7RVq0QFIDOVBPvnxDw4E/+Ht/Kf+dm7rEz0IflFwyo2BloZWO3viOvaXXFMHEJwTWldU51Gjz6iHz/yKG4TEV77M7aEnwkSTim5K27EaDlC6U9ALSUOIw2JONdXItfo+desDu0lswGONAac5aDHoA26WNblYkEhf2+9I8lnttRq0E3Ixffs5kgxzTmCFGtSulTm9be1xdgoPeScPSpkhFxD3KQ9pJT8jibWsJhWEg0Cz4DPXBjnw+BZG0lleuMizQKYacm3R03WQ5IOBIY6KGb+NwA/jbB5WSgl2xZ65KB1rGwYtr+KLAsttjqFRkMhZRwWDTQu24dZ+LYAfRCjhl5BgN7Jcmg3FECaHNjaQC9l4SjXna8ZErbMY3CiM6k6BWSikk4kD7yoBjoYYayGMb639KSYCuzEtBAm7+vWvV3WPcyWtEA2sZAu2TodlzGsyyFXAID3c/4NnaGImDVVl4+E50OtNt8cPBMcjlC+TIFNb+Nt/vQ69GjhjPP+EOu6ggL2vp2c+rJZ97xDnh7oHZ1RaYd4Vo2Y65UpAB6v6EAdP+8nASDeiYdLzghJRDtvtoytOixyhk5yQjmsTKnIIFAs+kD6MaKmTWuadNzLc+wrqonPgNt2eKi2eS5fBSADk0jGm8ojWtvY0hvnJeDaeRJLZflllx35ANogwKAWn5Mv4cPoA32eisHs7hkeORkVgLoPRhoJ180W/zoxA/qyQB6Me8B6ME4QyUfX6FXFDsz2BwwUv6/OjE0GLqy17QnQbhJnqiZ6+H5jpWBFgJuvU3wKZ4pGQjL7cvnYZopJl5fMApM7AC6NqdDg+EIStmp0fuqVRnTdmSf0sk0UQBdq8nCGLP17cQJol6X9yYJNEkJR23P67vu5hL/nW+jyMTKQGsJ0V4AGuDUhjxW+79G41h9C8fN8tEPyDY4csyg5SxLBxENoE3ssr5mDaBNiymQj8CEQrKEoyAB5ue4AYDrbos/gEHgMSNndy9oOOzSZProGSYUY4WTABZqMylL6HR8m7fFcF9YWMAD2TMHoyOLELJinJYr2a6vWFT+6bCnjR1I0GDb/cgV5a7NbEvKXUyfFWSgB9r7PQJQ9O99VW54d1KiUQ47t3gWaKz4Eo6Ec98LNAE+gL5EBjoIoKsrewNowdwMoIVgKddha1CiPxCSgY4UIAomvM3HUyuArqu+1qYFWMZsTdiosd3mMqXXF3pX19amB5fGrCsQagXQxTHdSYldle5gGkJ0NcfhEAYjQTUT35laWkIC6G4Xx+LIAlJOtldf0HPcOeSOhA1Ag7TanThZCtn4Yl/O38rOdTJhTJG8AUBXFkpMKchdrnabT3Wv45ZbwmslbfM52e7B1pZXvCq66afHit0txwPQr31tGIJ8z/fAo4+ar/1KRgqg9xuagV6Xk6A2XQ9GoVGiyIgd5U5gAoUApaxiaehafTmbzYCEw8BSA1RVtcA9Gej81AfQFn9Zlpd5Ke83v6eioQD75ukxEydHLT+OfakQUM8O6I4K9B153kYGujijN8j4ANpkWn9YgpcHT5eoz80A2mN+qDKv1M0m8/tloJeLPgM9yVMtmgC0vJj+xoBhR75fWjIBaDcEoE0MtGZ6Bhv9xASYZz5T8GlukxOE5f7V69DJLu4bQOeYWQF0oy4N94dDQTlv0P4CS/UJG84iroufTNMKH+Pl3q4PkgG0Yv6TQFO5LAsE7Hl9N97o/9/GQB+X7T6kkijhAHjsnLxxK8cMe6LANS0JKN77tzJ3YPVYfOaq1DKSfelIejJnKKrjJRGSU30hgYF290giLMJEFLmbWygy4vobzM404D8TOUvf00WI+g9LJ4Sgl62OVkOyxuzu+iWs18LtsLgI205L+UBnyAtzSfpW0w0x0NYkQke+b0vEiwIIq3tNWeYOzB56DIBc3XD/qjKJ0N1pM1QAOfr5mQxUsiP6I3nC7VmNVjX87JgAtEnC4THQilU1seJePA4SjkrDskupbOwAFtghWzMD7aVCl61hhcE4awTQ5TLks2qhNJ56NoPRqEUAtOk+e/axNFWdA/O5Ly7CQmng7fxaAfSa30+s41VpSmdWpt2RHxK5PCAgLRlCf5AxygGXlmBLLDNfV7lHFrxQqUtLzTkZ6w5kFEDbkggBdro5Jk6OooGBFgJq+RG9kQTQAypUa/Hxw5u7HlmHToftaSO2CeLZfO4MYGPDu4/RITfbrFGjS2fH8bBM1DJvcRGOHrX7mF+pSAH0PmI0gvuyt9DfnXka6MqBRvxANcDM5vZEJ8DTRzWy8YQjHRJAKwnHQfPkrbdTPXBsA9CV+Z4sNddeS42+9XzALx5w9pR88GolC3OQHdAdF6RGCguALs/pj7PMJgkMtAIt3WGehts2SjiyWSgV5/RP3I5z6+2XBqBbvoRjMM3HPG/BL6wy2B4x7M4oMkI04j7ClbIEFdOhnERNAFpLcPrTfKLu9bbb5K7Aw1xrBdCrq3DeWdoTYL7re/+ON/JOBNgZaFWxajiSZYVNcd3agAFVzp9xaG/Je2gF0OOcAtAW8L+Q3ZOBrlRg6Jb3BtDBUog2DfQ1EW8xQ+gJ6OGdFhX6VK5ZNh73/MOnKIgJH/pEiUOcIbsSb9O1NVhnldmulnDETz4q4bAtpopFGO/BQGuJw93cwk3lR41tFQQekoE2f1+zJdilSe/ekwDGHbNWy/UZ6HU5PtaPhFHF4iJsz5SEwzEXbtHn1aa1NwM9ln3J5qUcBbg2Bjpfzsk2v/ez8ri1+P2rViWLPdrqM9TWlQbsWM1P6Ckf+bZTZ6EeXiREAbQNHHvFhVSCuK2oTujgKOK4wAgx0JZS3kEGeoEdcyMAS6U+3WmZycwMoIWQC/AtlnASrNlqdXndSQy05wJTWFMVSu3FNk48w79I2/hx6Ghmz2Ma5Skdp0q7l6MkRsZcbG0WMBhAf5Slmo/7yC8twZa7yOyk8u63LEgqzbzPQFtA/X4YaM/5o19iPM9RyJnbvV6c0J0UYDKhR41aIz4HaAJxcO+j4Lrszirx8X9V9s3e5gg2NjwGOjbkNho02WV3Y+Ix0KZFydUYKYDeR3zoQ/D0T72Tfzh3DYNtOYJWD9oBtA6rBlqVEm5k7IA1OB42l8xPjR5gziK38UyrToBqI+dpv2xORxw6BIUCpznEw097lfmcVJWiM2dUac+qBUDnhnSnxUQGulaVJbE9H2gDA716rf+HdbpW14hqLUP/lV+Jky0YFxEe2/ZV34jzr34QsA/GE4oMz7bpOyVvGy4YFZU8OtgZMxo4MsnOMHnd+ew+f89LeBgJ6IwMdIA9T9rCe8Yz5M+7eIbVnWFtDcZO3hukbJ/1mi93eSdvkr/YAHQrw4Aq3XnVmwiiceKIfA4e+MzQS6aJDoxeQgo1CaAN7hMAjZXSviQcg1lhbwAd/GPL9Wkrth/hh60A+tgx+fMfeB4rbPg1qyOxsJrnpeWPAfAa/sQI2g8cztKnxs6W0nIaxgUviVAz0AkSjvE8v7eEI1PmHm7m5tpjxs/xgIcCqzmDzSJAYyErGWg17pnkWK2FjM9Ab8kFo4mB3plWlYRDGCUcIN0S9sNAz2bgvP6f4Ajzc5PPw/d+tX/tNjZRJt/mmWkfaIOntPecbo8ZjjNkmRmf54XyiJ1JhflwzC5NWhEQUCxCve6yybIsPb1fCUcSA60v/hL9cUMaaMs8EgTQJUbmzgAsVXy5wgobRjS03JgqAJ2ggVYfvy8GurSWuPAEuP6EPznYyKZD1/n9Nup7rKNRkUzpbi9DK2cmwcrKF3w4hK1RlcWyRcIxX/CKX+Ua5oavHF9VRVKK1vG/VIJCweX8oWfJvzF8lLaE2xqUmcxzFPI2AD2lNy3iDkd0qXu1HULntCYbZ/BZmT3dHpVjt7l1WM7f7S0nkYGm0aBBh872NAXQT8XQc+d6t+yVaq0ebsUPjABoKwOtKqHVc3ZflmAHsnUmDUwf5HoWqmMbvqS2VGADub8S9GkMRSYDx49ziLMcP2Zma+rL8gvOnJODVK1mYRTzI7qTold0xfQwV+tyW3umvXFNEo6j/qhu00CDbId+X84hNi/sYhE6J56FsyYTPE3HeQPMoz0GbpmqYX7w2KH2xHepMIy03/pP2szJ8qt8E2BhoIMWfMK8FQ0+qbrFsrHSIvgav7Mrz7ReHxC2qrDIF5oL8r6eZ41y08zonDguFz4P3D2mrapq2hhoDY5tW9H1VpZuNhk0lcswnGZ9F479jFwWcAzgfs2b+GF+zPpBN90kfz7K8UQAzcICP1f8fr7vS+/hp/k+I2g/eFRe16ktOTknSTg8BtoyURaL4CC9oMEMKup16ExKPMpxbpp8xvg5hQKUSq7PQFv6VXM5xy5Nz+nHtBhuLedo08Jt79LdURroSJGNhQXYmVSZ9wZMJy55g4UWQGspu68kQoDxb/w2jmt+boSAn/5puI4HAbO2GSCfF0yzxcS+5z2nO2OG46xxOx5gqTpia9akd0o++6but7IiGWivPLUB8EUZ6EQJhx60LGB2vxFy4bAx0MUiNaEKQzHxvzsSS1U/eXI1t23cOVxemLHJMs4kgYFWl6RBlW1cyOWgnV+RiynLfQY4ccL/v00KcOgmnwy5/XbzMY26zBFp93I08+Y5vKwSy4dDaVm7Vo9bSCwtwe68wUj5JBurxwLVQ/L6u9QTr6/REJwpXy+/fw8GejLPUcyb5/laWdZDGG9KbbaRgV5TUsbPycJW7WEh1t9bR1WOjALQG0KOobFuU69LBnpHtmsuOzd1masyUgC9j9Dg5Hy/5lWaqpiAxX4BtOrcjUyyhMP0/8jXAXCKoxyo2dns62/0z/X6662H+SPWF32R8W3tGHJmQ36e6cECqOUnUgNNlXJ+ap6UGjlpXbajEqsMzM/Ssj9Y2Fw4QLZDr4e0REpIsuh08CtfJQDozc9u06dKxaT98kqjzxgOXCsTc+11gmt5iIeQDW5i/kMJkAkJIgcO+MUgMha3fY3vznzPf7JeH+CXl6tUrO3ZVMV9JhQpGzyuAY5dK5m4B+53aHfll1klHIqBzhuAI/huHb0Xv5pi0TVi2nIZhsoLNfH6AP7H/4BXvzoZZb9JsfAWmceRI9LSCtgTQN/c/Qg/9aq/khXvTAy0qrypExKz9ThCCe9G2PuCBo8a0JrA48GDMHPktR85ap9wm03hAWjb4q2xWmJA1WOPTDht6UCOOVm2z47pqEJT0TXl4iLM3QydXobZYGz9vlZL0M4u7SnhAN8X1toXrrlGPp+Y3TVAJd/mKomA3XtO21MGkyzlrD0vYJtFdj4rfYujto4AKyuCjcwazkMyIyrXjPeFoOVaUlVKAL7ru+A//kf49m+3H7OPCJIcVvAiBPWyXDgXso51O3O54csVVmoj8zGLkolPYqB1H0pioHXC/W5uCUfkE8eFIIC2xaFb/efXZmyik553B3laJTOA1pV8hwOX886y53UcDD1UbChdtpWBVi/3qFkJFJDzl7bTNAFozwVmVGU8z1MoWIiyqkOPGr1zcm42PfMVLVF56BwT8gwnudj4r3fO221gY4OzFTkXxoZSzUB35GKpWZ1ddVpnW6QAeh+xuCjLDa+P6l6lKaP8KwCgMziIvHmWOLIqB+DqvGt8H3zQXCxaiddQxz6wat/Cu/VF/mxmZaDBT3P94i82vq23Zc9syRMybe0A1AtjupOiLLxg0UnXFvMKQHfIMjMWSQmytsd4dE8G2nHsmGlxEc6c2SeA3pFZz9VG/P55g95untEIymJs3We+kfvldwnHKFEMMk1JoCmTgWNLcoFk00l7DPRZ+/UBsrGaTau8AaD5NH/mMFWkBMgvNTjOIzzwUIazvQYZMY99ZLA6lpRw2AG06wrOHHthrJqhjkpF3rud998tz8tiFADAP/2n8Od/nnAAMs37k5+Er/s649uZDMyFPN+X8n77vvbCgtQTPPaYnM0NrP6Bw/JmnNpRoHcx3hmCFSf3C6CFMC829BoJ4NAPf4v5g1CFFV77ZpxnPde+8FTPuNZWmtjJ40+TJ/XIo7IAQyUzjH2ef30LzAYT8hZA22pBu7jG7E//H2CXcIBvGZcEmkrH5Xnb+l4+D5NKMxGwe4ub9pThNEc5ZwbQi01H2m4+IJPCoq40oBhoscbsQTnWZlvx3Stvx5PVxN0IQDbG299unyT2GS97GfzwD8NP/mRyopZ2TChawBfAUqDo0GrDDKCXDpckgB6O92SgkzTQoPpMbokeVbv8BCsvFIqD1+5NfTZWS/SpsTVfoFU3z2/amam7PWGLZVYNPvJ6LllXu8PZmvm79TV1r7klUQ+/vAzjcfhvglEoyLF26+YvkPZ0tortVZcudXobcnFgAtDeovLktlV2USxCWQzZ6WRhY4NzxWMsLhq6qtZA97ISQNevrnLdSZEC6H1EJgMrlT7nxwsMenPKmZEZqAU0Ylkcq/DutV/QBuCu8Q3W79SdMSm5OjiZrd1i3k4DuPWF/hOQOM7+yq/AM58Jz3628W09eJ5pS/RSWzA/gfXShC416RtbMj8M1cMtCaDvvl86QljF2TK+lv970RIOgJe8BP7u72RBJEgG0OdZY0SZysE49d9qQTEz4WynJl0qsvHkEACKRW7iPgBuXTpjTjraJwMNcO1z5GhrSyL0GGi5o5bM0B46lAigGwELMpNFnzyowQke4IFHczw4OcKx5m5MpqIniG0W9wTQACdP2ndb9PV95oFy6PdLimc+M5GlPnZETnrfwq/YP0MD5gcflJ3D0PDaaewUUj5jcnoIAmhbYhwEwOPXfLM1KVN/H8ChGy1CThRzNy4xy1esjLC+H2eQqNwIoG+SE/8jp/N0+lnqhTjbFry+KXlrX1hYgMFAMMzYGXbdBpsSpyaqF0qHltTnmNtqaQm2po1ECYe3EOxmJIC2OdMsyMIY7Yelp3RrLT5eSQnHMjNXXr+JgS6X5TNxnrW9faAvU1Sr8CM/At///cnHFVZb8qclnwFgqeWP+SsLZreV5WsqbLEk+/o+AXRSH31k9XkM5mWOHLGf+zXX2N/TUanAl3wJ/K//ZT+mcVCe2MNcy6JZBeeNm4/eI6Ubayvxa9Tjo/ZutnmxewC6cSRxXA9iBds4urQEW7d9EZNCjeIx8yBarwvJQG/J59jIQHvkT9m7PybJUivblTuUGxuczRwOjU1eaAZ6WEgB9FM1VmsD1p1F+t05VYsGLshAL7JtRTGvfqXsIMd4xPp9utO+8IX2cwpOZtrNyBT72boC4HWvk6ycZaTSQOextpxRbAVe6kVpm9enSrVqZiqqyxWGVGRiBI4VHL/zG/6Ud/NlVBgmSjg0A20bYF75Sln46EMfkr8nAWhtH1i9Jr4dLwQcrOxydtBkNBGUcuYJgmKRG/gcAEca5p2GCwHQeudgap67vcFzTwYaZKe64w7r28HBt3zIMkM0GtzA5/jcqTIPcILrV+PXGKyiOCNnTarV/erUKbtsWUu3P/EJ+fMS60bsK/78L7O8lztZYdN+kAbQn/ucVQ6yuCgt7k4hZ3eTnMDTJ6ptextY8AD03A56Qwz0IfMxIO9zu7239Al8AG2aTI9fJ6eRR86V6A5zNIrxRWWwCp/sC+apR9//LVnTyXheul999rPh302hhwzb9a2uQqeXpfd//wQwD33eztSkLsvbG/zhQd7DPjXOPyxB08LB+Hh14ACcd5Z9DbvlmVhbk8BqTx/oJzgmi3KiKZQSAPSKf291Ce1oLK8I5mTZYslqMaj72s6dXwmY80hA9pm7H5SL0mCKhyl+8zfhG78x+Zg/+zN485vt7zevkQPkFssctgD20kqdIiPuu1suwtcOxttBP/OPcBywLwT1PLG7m6xK0/00m7UTDEtLsLWbY5yvU7jevKKoNTJ0qXue7skAukK7JZN0jAA636c9KPAdd30Hf7j5UjNOURrozqTIBiux5NurOVIAvc9YW5xynjX6W0OqBQvrWK1KrS5wLY9Y98Iaxxf5R+7gnfN/Yv2+kyflzxe/2H5O+TzeijuJkctm4Tu+A37pl+zH7CcKBSiJEQ92JHpZO2Qe2ZsVWQ61R41q1dwG+qHs0JAMtAVAv/E7V/gy/kz+sg8G2jbAvOxl8uff/q38aTpuYQGEcHkUacGgqw5G41Cjz9nJIsNJ1jqZUixymNMAPOvweeMhIQmHay/TDdLKDuzShXzel6nAHgD6f/5P+PVft74dVCGUVyyjerPJCR6gMyryUZ7HiSNxLWCtBvm8G2CgkwF0EgOtgeATCaCvPZHlzvJH4Qu/0H6QRm93342N/spk4GBhiweVHt6ms83nYfuN34GzcmBvBrpvZ+Q0y1MoWDE9oBjoXalA2ZOB/opv984zGgsL0BS7PLJepTMtUa/En4kow563uH7oSVizy6bz0g4pui8kXaMG0Lbr0+PmWfeA9big/dyQstWZRgPHBx+VH9I6HN9Hv+EGmJH3itzY7vPaGpy/9oU4yweeEAZ6v/GsWyWo+s5b32c9pnKDj2KFBQ1psPcY11BqmHcfvWJGStdrGxuaTZnfAtZH0Iuv+zr41V9NPmavOPo0fxA+fK15jhCLC6yyzmcUsF89ZJcDaqemJNYYYGMjeVzXbXrwoP24pSW5OJ1M7Ju+9QVZQr23KeU3JjeSIPmzu3qD9fwXSkPO9yr80u7XeudmOqkGHXpOhY/zbJ59u2VOvQrjKno0r+5YvbbGA/eucpSTVCr2YiSagb4md9r+YcvL3MEnE7/vu78bzp2Db/qm5PN6znPkAGOz3NHxC7+Q/P5+o5EfMpqUqNLzPJGjsdyYMKXAWQ6yZEk09FbVNJWEwyIVCDKllie+VpOAolRKHjiOHJFtZbW0ysFCy+XRnWOhc4zGwYUR95xZIzfKs1KxUMLFIq/hT/g/fC1veMUzgbgAL5eDQn5Of1plvgfT9G3fJp0hLInvgASVD0rTgUtirYLg1JpQpCQcOq4/ZjblX1qCrXNLyS4cqu/OZvZJJMhAZ7NWA5HLH51OMu2j0RzAdddZD3vR2kP89skXAfZkqKUl2Gpci5O337/9AOhSSYHaZrKeVQPofML3eQz0tt3THeB48SyPrFfoUqRRi2/BxiQclqIR+2GgdZP/4z+GP9sUuv/a+osG0KfVcG1q08VFubDecFdkbsSSedxbXJV//NB5+X7rSHxQ1u4ud3OL9fv0ed23c5zlo5BkA/1Ex+Gb6rgIOPD19oOCz4Hlgdag8C5u5RXXto3HZDJybNcA2nYPg8znXgD6ckTQav7wjZYHYmGBNc7zsY5kedeOxQdS3QYPIdvLZuWtF3CjUfK4ro9LsgRfWoL77pM7mbaxvX60RZ88nZmSau7FQC8cBywMdHnMX+3c6v1uvIeLizQbLnTk4vKlL7G7k11tkTLQ+4y1G1uSgaZqrEIIQK1GVbGWK0sJOh7dwxNstm66Cf7gD/YGxl+vxrGjR5OPu1xxtCGX+muct57/8hH5ZD7KMWPhBQhbFCVqoPN5+OAH4XnPg5tvNh6yHwkH+H7Kms01nvuK4M/5UgCe9jTzMQeXp5zlIDvDEotLltktnyeDy9fyWxTqduF5tSa86ktJ557JyNzOpHNfW/MlHpcCoIMDpjVZr1rlhLIIAzjxAjOyX1wUvoTDVtkr0Mdtj8TSkuwivZ6cKPZlY3c5IpdL/rJgVm4CgH71M055/7fdm8VF2N5O7scaQHe79i1tkIx9knwDVBLhPhnoe+6Rz5ktSetYeYNHd+p0aMTKeIM/cXq7EWXzye+HgV5clOdyIQy0kfnCXyxqAG1q91xOnv8my5KBXrX4Hx9SlVN35Ak1DsWP04Uy9wLQq6tw/vzeY9oTHnpwmFh2YWFfADq4SD9yi33PvlbzE+NsY0PwK2z3+XJGUEt96GYLql+QDLSOtWvjD47coYOH63JQtwHfIGmyHwY6Kc9peVnmO4Nd7qJzm3TicGISIVXaDdkgRgBdnTLBPyG9sx6NxlH/j1/8BVdTh0+OFEDvM1bXBAOqbLBCZcmeqdtdlsvTpcMJNgFCwB/9EXzsY5d8Xq9/vVxRvuY1l/xR+4rja3J1mAigT8jXd2l51faiEWOgk0DKC18IH/mIdZWwHwkHyO1TkAmFttAuELc9Y84LXmA+5uDxIm0WWGeVhRebQT1C+CeTkBpeqQg6z305YJ9M9xvBSelSPivIWloBdCbDtfVNGuxyovgYr/oGs6ZiaYkLAtA2BloIHxA+EfKNfUc269/nBAD9JXf6PrCJCT5b+wPQGxvJTNMP/iB87/cmnbg8j8EgmdnS37G1JXMubYz2WrXHOqt0qdO4Jg4qikX5GOy86MuZlRvkLdrfKANtY+uPHfOP2Q8DbQNW0eRbWx9dWRG+hKNuBv9LT5PA+YHxEep0jYmSi4uwvOx6ADpJwrG1Je/N1STh8FYAz3ue/Zjjx/kHnsunudU6R+ixGODoNXaKXYO3SsXOsQTv/x656Jclgt9x+FrLFwYA9DIbNI7EH1YhJKB9aCxpc9u4UKv535k0v+mFZJKHcnDDzEa66fE4CUDr7xgcuJ72EclMmc6/lfVzYw4etCepLqpn53X8IUtHkiyWrq5IAfQ+Q0/aDy8826rrBdiqHwdg6cQee8xf8RV7mDLvP2688YmrEX/8Gsmsr3He+sSvPN1fMlctxVY0gF5nVRYjuYSoViUhMrY4yunQA+0tt9iPec1rJFD4uZ/PWNv04J2Smp5QZOG6hPv8LFkVKslzrVqF7kH5eZfKNAV18Huxj/uNJLu4QneLkxzl/nf8pvW4pSXYvulFzK657pIYaPAZk6sKQIM/uyU8z2vPWOE0h/jws74jBB6CcSEM9Hn7+hWQWs+v+qrk09Z//9hj9p2upSV/srQVlgBYubbGJsvs0qS+ZAYVi4uwfeMLGT/rhYkJYeAz0LZ20EBAiOR20M/wpTDQoNwznvOlDA9ca+3ruvDTSa7hYGnbek633CL4h5pMyrA9EzrZ6uzZq4yBfvazpd7/X/5L+zG1Gs/lY9zKXdIu0hDBxV+S7ELfn6R7/Na3yjb6gi+wH/N4hXWcbbXkHAnckHnQuspbWvLJfNuCWAhfnpHUF/QzlcRAB4comyuJBsy6wrEJQGcyclEz+PpvZXP1ZvJ5C9A+IOfHpx2fcOaM3RThS15X4t18Gb/HG57A7cVLjyfPmV7h0OBkaydjr9QEfMvXDsgy43VveRKlkl5AHH+anBwFrnXvdPkZfqqtLbNYv36So9Kx5BIiyJIlDTDf+73w4z8uB1xbvOMd0ojkzjvtxwQn40QtrgbQGxvWQ6pVPwHmcgForYG9lNB9PNFvGWjQJfPP/qn1/cVF2OoU6E+LVmYk2I2SSrjqnQMNrq6aeO5z5c+gODIaS0sc4izPL30q6ZB9M9Dj8aWXu9XgxHHsLj6FgsyzALukCWDlS5+LQ44tlq1AQC8Q2m07INqPhAN8INBoJD837bb8aQPQlYociz78Yfm7bVt7eRk2RzWGTtH6TBw4ID3fAQ4tmP2PQdqkdXsS2duuT5/HmTNXGYAGKaXbC+S88pUSLekx0BC6HZMAtL5vSePZ0aNyB/JP/zT5lC5naEBrZbwbDVaVjPPAkZz1wODYl7SjpOUZSbItLe9729vsxwQdufZioM9WTyCEa91ArVRku585IxcSpi5x25tvB+D/+8XkrYHiG1/Hl/3P15P9w99PPO5qixRA7zOCrFeSWfuz33Yns3/8DNd86TMe/5O6AnH4VrmSHi4c9rfzIrF82F8C2wYFDaDnZC8ZQOtBod1OHtfrdfjX//rSt/mCk3HS9jHf/M3yp0YghqhUfHy9F1jdK3QfrVYvfUdCD6KJ5/RTPwU///OJZuVLS3KAPXvWXsSnWPTBYBIo/OEfhhe9SDrKXFXx+78vExaSTNuf8xzZH37F7im9uAjr63JSsi08g+xSEiu3nwiyZ0kuPj/2Y/Lnq15lP0azr2BnszWA3t6265YrFQkqzyvjGht41PKq3V37OQHsSEvmRJvPI0ek/Gtlxc4orqzAXXfJZ9Wm1Mlm4ZBing8l2Kl95VeG/8YUQXBzVUk49ht/8Rfw93+feIju40nWc/p+7NXXi8VLrmZ+QfGZz8CnP51wgBCU/6ks0tS8wy7t0s9BUsG04HGWNCBAPsOumyznDPbdvcits0/7Qmo1YZ1LqlUpAdMA2hRv+cYMo5FcNCZGsSgdE173uj0OvLriyfhoXpEITjBJSSsIkeix+2SP5adJxLjwqudZUVpwAn3mM82fE2zDhaclAI99hM5shyeGrdk3A/2858kMrYSTqlZ9N4FLLQ6i/z5pgbffqNelC0wigP6+79vzc4L3OUEizIkT8PGPJwPoSgU+8IE9v/KJj5WVMCoyRS6XCJ5B9iudBGpj5YKT7KUy0MF+nNT3vvALJcBMWpQFCQbbonlhQXo3b23ZF55CSEJf+7XbwGNSHkMwNIBOWtu84hUyjyRJChe8viQwcKSyw8nhCoeP2BvraU+T93E8tn9f8P5fdQz0fkKIPVfx3/3d8EM/lFzgRPfRSyy0eNljbW3v8Tp/vdQZHb/DzrLohVIS+wz+QjFJer6f2M/coM/l9OnkRUm9Lp+bdttP0DfF1XbvLmekDPQ+IzgAJ21lPtXjJS+B//Jf4L/+vH1wDI6bz3+++ZjghLT48mdf0jkFmc1ERvgyxfKyP7HvKZXYY/arVmGoJOCXqu3VffRyAWiwF27ZbwSflSQArXXpui0+HyOY4GMD0PtJuNxvBAF0EkMLe+9oBMdH2zOxuCgtySaT5Of0n/9z+bNatT8T+6kqB/7knUR6fPmXy59JO1NvepP//6QciurT5YkdelGCnAf49/9e/nQtFbG16wxcpqqbV2H8m38j3WSS2GXNbI7sipirNt78Zlka/Qd+wH6MliLtdX0PPSR/2ubTC4nnPjd5N0mPPevrez+nH/kI3H//5cu5ebJFykDvM4L6zc9nAC0EfM/37P94GxAoFOTA2W5ful43iFHf8IZL+6z9RCYjAcepU5d+7kGwe6kTpT6XpGSv/cb3fq9MRAuCuouJYCGgJAD90z8t9X0azHw+RrCtbdvaQaB7qRKOYC7Hpfa9IIC2KZYWF30mLQnQvvGN0q7wNa+xOwoIIRUCe9l8/vZvS3VNUt/74i+WYCBJGnTLLZIVn06TFxOZijzhQ8cSxKrI5+v22+01eoTwk8te9KLEj3rShhB7yy70Iu/JuLAuFPYuja4BdLebfNw73iH7zNOffunn9Q//kPz+6qpKEBwkVzH+Z/9M7iBsbn7+AuiUgb6I+HwG0PuNt70Nvv3bkycbLQ+4HKzxF3+x/JlU+vxyxn6SW/YT+9Wh7iee/nT4nd+BX/7lS/scgK/9WsmOJW197yeCDGISw76yIhUOT6SO8WqL/TDQ+bzPql4qAx2MS+17Qa9aS2pE6DlPeuZzOTk57zUpv/jFyb7oIJnq7/me5HEol5NS/iR9KUjd9UtfmnyMzsFIshIDeT4vf/n+9M1PVQC9n9D98skIoPcT+zXietvb5Hj8ROjhtU0kJGMdIXxAv9cO1lM1UgB9EfH5utq6kPiZn4Ff/MXkY3RG8eUA0O9+t2S3nig7Pw2gL5UFDDIKe+ng9hNf/dV7s3JPdHz7t0vg8UTdmydrBEFoUsVJvci41L4XjEvte0Gdoy2RN7jYfCKkVlcidFrApWpVwd+utyXffj6EnmuvhEXdExFX673Vc7PNclOHvi+XmgD/ZI1UwnEBcccdsvrVk8im8KoOrfG7HGWZy+Un9iE+elQCmCRbof1EMAHyqQow91pIpSEjeP+T+kK9LhPxLgcDfc010gf6cvS9X/u15C3m4KLgqQqgX/Yyu675QuM975FSlqfquLCfWFmRVTCTJDhP5tALzwS3vysSjnRj3BNA/9APyd2y17/+8T+nqzFSAH0B8eEP+x0rjUuPy8lAP9Hx9rdLtvdSIwig00jjjjv21kNeTgb605+WIO1yRJK/OoQToBKdjNIA5ELpattNuhJxOXS/V3NsbFx9DO4rXynr5ewlMSkW4du+7Yk5p6sxUgB9AfFElAn9fArdnlfb4LGfOHIkuQDAfuNysO9pPHXi4x/fm3HUoOpy6CGbzcurpU6K4POS9vs00pCRJNe6UvGTPylt623FVtKQkYoR0rhi8eY3y59JRvqfD/E7vwPve9+VPos0robYz3a9rs9zqQ4pVyK0y8qTcdGcRhqfL5HPJ9s1piFDuJdLsPUExXOe8xz3Yx/72JU+jTQuQ7iu3D5OtynTSOPCYjh8coLQ6VRKVJ6Msq000kjj8zOEEB93XTdm0Jky0GlcsRAiBc9ppHEx8WQEzyCZrRQ8p5FGGk+FSAF0GmmkkUYaaaSRRhppXECkADqNNNJII4000kgjjTQuIFIAnUYaaaSRRhpppJFGGhcQKYBOI4000kgjjTTSSCONC4gUQKeRRhpppJFGGmmkkcYFRAqg00gjjTTSSCONNNJI4wIiBdBppJFGGmmkkUYaaaRxAZEC6DTSSCONNNJII4000riASAF0GmmkkUYaaaSRRhppXECkADqNNNJII4000kgjjTQuIITrulf6HC4ohBAbwKNX+jwuMpaBzSt9Ek/CSNvt4iJtt4uLtN0uLtJ2u7hI2+3iIm23i4u03S48jrmuuxJ98UkHoJ/MIYT4mOu6z7nS5/Fki7TdLi7Sdru4SNvt4iJtt4uLtN0uLtJ2u7hI2+3yRSrhSCONNNJII4000kgjjQuIFECnkUYaaaSRRhpppJHGBUQKoJ/Y+B9X+gSepJG228VF2m4XF2m7XVyk7XZxkbbbxUXabhcXabtdpkg10GmkkUYaaaSRRhpppHEBkTLQaaSRRhpppJFGGmmkcQGRAuhLDCHEvxRC3C2EuEsI8VtCiJIQ4lohxEeEEA8IIX5bCFFQxxbV7w+o948HPucH1ev3CyFedcUu6AkKS7t9p2oDVwixHDhWCCF+Tr33aSHEswLvvUUI8Tn17y1X5mqeuLC02/9R/eYuIcSvCiHy6ti03VRY2u1/CiE+pdrm94QQNXVs+pyqMLVb4L2fE0L0Ar+n7abC0t9+XQjxsBDik+rf7erY9DlVYWk3IYT4cSHEZ4UQ9wohvlsdm7abCku7vT/Q184IIf5IHZu22+UK13XTfxf5DzgMPAyU1e+/A7xV/fwa9dp/A75d/f87gP+m/v81wG+r/98MfAooAtcCDwLZK319V6Dd7gCOA48Ay4HjvxT4c0AALwA+ol5fBB5SPxfU/xeu9PVdgXb7UtU2AvitQH9L2y253RqBY/4z8Hb1//Q5TWg39f/nAP8b6AWOT9stub/9OvAGw/Hpc5rcbt8I/AaQUa+vpu22d7tFjvl94M1pu13efykDfemRA8pCiBxQAc4CXwz8nnr/fwGvU///CvU76v2XCSGEev2druuOXdd9GHgAeN4Tc/pXLKLtdsZ13U+4rvuI4divAH7DlfFhoCWEOAi8CniP67rbruvuAO8BXv0Enf+VClO7/ZlqGxf4B+CIOjZtNz9M7dYBycgAZUAnhKTPqR+xdhNCZIGfAr4/cmzabn7E2i3h2PQ59cPUbt8O/KjrunMA13XX1bFpu/lh7W9CiAYSk/yReiltt8sUKYC+hHBd9zTw08BjSOC8C3wcaLuuO1OHnUKuEFE/T6q/nanjl4KvG/7mKRemdnNd9/8l/ImtfdJ2C7SbkNKNbwD+Qr2UthvJ7SaE+DXgHHAT8F/Vn6TPKYnt9p3Au1zXPRv5k7Td2PM5/XG1bf5fhBBF9Vr6nJLYbtcDbxRCfEwI8edCiBvUn6Ttxr7m09cBf60JA9J2u2yRAuhLCCHEAnI1dy1wCKiSrtj2DFO7CSG+/sqe1dUf+2i3XwTe57ru+6/E+V2tkdRurut+o3rtXuCNV+wkr8KwtNubga/GX2ykEYmE/vaDyIXac5Hb5D9wxU7yKoyEdisCI1dWz/tl4Fev3FlefbGPeeFNSGlfGpc5UgB9afFy4GHXdTdc150CfwC8GLklklPHHAFOq/+fBo4CqPebwFbwdcPfPBXD1G4vSjje1j5pu6l2E0L8W2AFeFvg+LTdZCT2N9d1HeCdwOvVS+lzKsPUbj8CnAAeEEI8AlSEEA+o49N2k2Hsb67rnlXb5mPg1/BlLOlzKsP2nJ5S/wf4Q+A29f+03WQkzQvLyH72p4Hj03a7TJEC6EuLx4AXCCEqSuv3MuAe4G+BN6hj3gL8sfr/u9TvqPf/RulW3wV8jZBZ7NcCNyC1rE/VMLXbvQnHvwt4s8oefgFyi+os8JfAK4UQC2oV/kr12lM1jO0mhPgWpH7tTVonqCJtNxm2djsBngb6tcB96vj0OZVharf/7LruAdd1j7uuexwYuK57Qh2ftpsMW387CF5/ex1wlzo+fU5l2OaFPwK+SB1zJ/BZ9f+03WQkzadvAN7tuu4ocHzabpcr3Cc4a/Gp9g/JyNyHHAz/N3K76TrkBPEA8LtAUR1bUr8/oN6/LvA5/waZnX4/8CVX+rquULt9N5JtmCGTIH5FHSuAX1Dt8xngOYHP+SbVng8A33ilr+sKtdtMtc0n1b8fTtttX+32AdUudwH/B+XKkT6nye0WeT/owpG2W3J/+5tAf/tNoKaOTZ/T5HZrIRnUzwAfAp6Zttve7aZefy/w6sixabtdpn9pJcI00kgjjTTSSCONNNK4gEglHGmkkUYaaaSRRhpppHEBkQLoNNJII4000kgjjTTSuIBIAXQaaaSRRhpppJFGGmlcQKQAOo000kgjjTTSSCONNC4gUgCdRhpppJFGGmmkkUYaFxApgE4jjTTSeBxDCNESQnzHJfz99wghKvs47guFEO/e45jbhRBfuo/PCh0nhHitEOLt+zvjNNJII42nfqQAOo000kjj8Y0WcNEAGvgeYE8Avc+4HdgTQEePc133Xa7r/sRlOoc00kgjjSd9pAA6jTTSSOPxjZ8ArhdCfFII8VMAQoh/JYT4qBDi00KIH1GvVYUQfyqE+JQQ4i4hxBuFEN8NHAL+Vgjxt9EPFkK8WghxnxDiH4GvCrz+PCHEh4QQnxBCfFAIcaMQogD8KPBGdS5vVN/5q0KIf1DHfoXluLcKIX5effavCyF+SQjxYSHEQ4r5/lUhxL1CiF8PnMMr1Tn8oxDid4UQtcethdNII400nuDIXekTSCONNNJ4isfbgWe4rns7SGCJLGf9PGRVsHcJIb4AWAHOuK77Zeq4puu6u0KItwFf5LruZvBDhRAl4JeBL0ZWDvvtwNv3AS91XXcmhHg58B9c1329EOKHkZXHvlN9xn9Altz+JiFEC1lB8K+A6HFvjVzTAvBCZAn0dwEvBr4F+KgQ4nZkRdF3AC93XbcvhPgB4G1IYJ5GGmmk8aSPFECnkUYaaTyx8Ur17xPq9xoSUL8f+BkhxE8C73Zd9/17fM5NwMOu634OQAjxm8C3qveawP8SQtwAuEA+4VxeK4T4PvV7CbhmH9fwJ67rukKIzwDnXdf9jDqHu4HjwBHgZuADQgiAArIMcxpppJHGUyJSAJ1GGmmk8cSGAP6j67r/PfaGEM9Cao//vRDir13XvVjG9seAv3Vd9yuFEMeB9yacy+td170/ch7P3+Pzx+rnPPB//XsOcID3uK77pgs87zTSSCONJ0WkGug00kgjjcc3ukA98PtfAt+kNcFCiMNCiFUhxCFg4LrubwI/BTzL8vc67gOOCyGuV78HwWoTOK3+/9Y9zuW7hKKJhRB37PGd+40PAy8WQpxQn1sVQjztEj4vjTTSSOOqihRAp5FGGmk8juG67hZSynCXEOKnXNf9f8D/BT6kJBC/hwSrtwL/IIT4JPBvgX+vPuJ/AH8RTSJ0XXeElGz8qUoiXA+8/Z+A/yiE+AThnca/BW7WyYFIpjoPfFrJL37MctyFXvMGErj/lhDi00j5xk0X+jlppJFGGldrCNd1r/Q5pJFGGmmkkUYaaaSRxpMmUgY6jTTSSCONNNJII400LiBSAJ1GGmmkkUYaaaSRRhoXECmATiONNNJII4000kgjjQuIFECnkUYaaaSRRhpppJHGBUQKoNNII4000kgjjTTSSOMCIgXQaaSRRhpppJFGGmmkcQGRAug00kgjjTTSSCONNNK4gEgBdBpppJFGGmmkkUYaaVxA/P+TCAZTnSDtXgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_name = \"total\"\n",
    "target_index = 1\n",
    "plot_predict_actual_values(date=test_date, y_pred=y_pred_unscale[:, step, target_index], y_test=y_test_unscale[:, step, target_index], ylabel=target_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
